Apziva_Projetc_1.ipynb

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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, roc_curve, roc_auc_score, precision_recall_curve, confusion_matrix, classification_report\n",
        "from sklearn.model_selection import StratifiedKFold, cross_val_score\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Load data\n",
        "data = pd.read_csv('/content/drive/My Drive/Apziva/ACME-HappinessSurvey2020.csv')"
      ],
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        "id": "EFLZO0GVawfn"
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        "data.head()"
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              "   Y  X1  X2  X3  X4  X5  X6\n",
              "0  0   3   3   3   4   2   4\n",
              "1  0   3   2   3   5   4   3\n",
              "2  1   5   3   3   3   3   5\n",
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              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 126,\n  \"fields\": [\n    {\n      \"column\": \"Y\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"X1\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 5,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          5,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"X2\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 1,\n        \"max\": 5,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          2,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"X3\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 1,\n        \"max\": 5,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          2,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"X4\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 5,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          5,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"X5\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 1,\n        \"max\": 5,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          4,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"X6\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 5,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          3,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
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          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 126 entries, 0 to 125\n",
            "Data columns (total 7 columns):\n",
            " #   Column  Non-Null Count  Dtype\n",
            "---  ------  --------------  -----\n",
            " 0   Y       126 non-null    int64\n",
            " 1   X1      126 non-null    int64\n",
            " 2   X2      126 non-null    int64\n",
            " 3   X3      126 non-null    int64\n",
            " 4   X4      126 non-null    int64\n",
            " 5   X5      126 non-null    int64\n",
            " 6   X6      126 non-null    int64\n",
            "dtypes: int64(7)\n",
            "memory usage: 7.0 KB\n"
          ]
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    {
      "cell_type": "code",
      "source": [
        "# Check for null values\n",
        "null_values = data.isnull().sum()\n",
        "print(\"Null values in each column:\\n\", null_values)"
      ],
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          "text": [
            "Null values in each column:\n",
            " Y     0\n",
            "X1    0\n",
            "X2    0\n",
            "X3    0\n",
            "X4    0\n",
            "X5    0\n",
            "X6    0\n",
            "dtype: int64\n"
          ]
        }
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      "source": [
        "# Visulization of the dataset, the visualization not really meaningful,\n",
        "# The visualization did not show significant linear relationship.\n",
        "sns.pairplot(data)\n",
        "plt.show()"
      ],
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              "<Figure size 1750x1750 with 56 Axes>"
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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Correlation matrice, no specific correlation between feature variables and y\n",
        "plt.figure(figsize=(10, 8))\n",
        "correlation_matrix = data.corr()\n",
        "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n",
        "plt.title('Correlation Matrix')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 699
        },
        "id": "hL8cIO-Cp3LV",
        "outputId": "9253f3d9-8b60-4f98-c99d-c012e084ae96"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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u/uWXX0ZsbCzee+89XL58GT/88APWrl2Lt956y+R9MsNPRERERGZNYmU+Gf6TJ0+ie/fuuj/f6f8/atQorFy5EsnJybrGPwAEBARg69ateOutt7Bw4ULUq1cPP/30E/r27WvyPtngJyIiIiKqIt26dYOx12AZeotut27dcObMmYfeJxv8RERERGTWBBl7qRvDs0NEREREZMHY4CciIiIismDs0kNEREREZs2cBu1WB2b4iYiIiIgsGDP8RERERGTWLPnFW48DM/xERERERBaMDX4iIiIiIgvGLj1EREREZNY4aNc4ZviJiIiIiCwYM/xEREREZNY4aNc4ZviJiIiIiCwYG/xERERERBaMXXqIiIiIyKxx0K5xzPATEREREVkwZviJiIiIyKwJUmb4jWGGn4iIiIjIgjHDT0RERERmTcIMv1HM8BMRERERWTA2+ImIiIiILBi79BARERGRWRMk7NJjDDP8REREREQWjBl+IiIiIjJrgpQ5bGN4doiIiIiILBgb/EREREREFoxdeoiIiIjIrHEefuOY4SciIiIismDM8BMRERGRWeO0nMYxw09EREREZMGY4SciIiIis8Y+/MYxw09EREREZMFqfYbftVNrBL49Fk4tw2FT1wMnh72C1M2Rxtfp0hah896HfWhDlCQk4/qcH5H480a9GL9JIxA4ZSzkXnWQd+4yLr45G7knzlfmodRoxyN/w6Edy1CQmwEv3xD0e2E66gU2NRh76p+1OHt4E9KSrgEAvP3C0HPYW3rxypJC7PlzPi6fiURxQQ6c3eshoteLaNP9uSo5nppq5FAv9OvuDnuFFBevFuKblQm4nao0us7AXu4Y3t8Drk4yxCYU4/ufE3EltggA4GAnxYtDvdGqiQM83KyRm6fC4dM5WPlnMoqKNVVxSDVGRIgEncKlsLcFUrJE/H1MjaQM0WCsh7OAns2lqOsuwMVewNbjKhy5pH++ejSXokdzqd6y9FwRCzeWVdox1HQ929iiX0c7ONlLcCtFhV+35yEuSVVhfJtQOYb2sIe7sxQpmSqs21OAc9dK9WK83aV4prcDgv1kkEoEJKWr8N3aHGTl1q7rFwDOHvgNp6OWoSg/He51Q9B12Efw8jNcD184shaXT/yFzGRtPezhG4b2A6bo4tXqMhzd+jXiY/YjNzMBcht7+DbqgA4D34a9k2eVHVNN07qRgA6NJbC3BVKzge0n1bidaTi2jhPQrakE3q4CnO0F7DypxrEr+nXK64OlcLa/P3N94qoG20/UvmuYHl6tz/BL7RTIO3cFF16fZVK8rX89tNm8GJn7juFg68GI+3YVmiz+FO69O+livIf3Q+O503Dt0+9xsO1TyD93GRFbl8G6jmtlHUaNduH4Nuz84wt0G/QqJs7YAE/fYPy6YBwK8gzXgvFXjiM8YgBGvbcKYz/8HU6uXvhl/ljkZafqYnb+/gWuXziIoeO/wqufbUW73iOx7bfZuHwmqqoOq8Z5ZoAHhvSpg29WJOD1mVdQolRjznsNIJNV/Jiza4QzJo7wwa8bU/DKR1cQe6sYn7/XAM6O2lyAm4sMbi4yLF2ThAnTYjBv6U20buKIt8fVr6rDqhHC/SXo10aKvdFq/LC5DClZIkb3toKdjeF4mRTIKhCx65Qa+UWGbwoAIDVbgy/+KNV9lm6rvY39tmFyPNfXAX/tK8CMxZlISC3DO//nAgc7w9dvkK8MLz/thP2ni/HxokycuazE6885w8ej/CaqjosUH77kiuQMFb5YmY3pP2Zi8/5ClKkq/juxVFdPb8OBv+Yg4olX8dw7G+HuE4JNi8aiKN9wPZx0/RgatRyAoa/+jOFv/g57Z2/89eNLKMjR1sOq0hKkJV5Cmz6T8PzbG9D/pe+QnRaHv3+aVJWHVaOE+gno01KCf85rsGSbGinZIl7oLoVCbjheJgWyC4DIaA3yiw1fkz/tUGP+epXu80ukGgBw6Wbtu4b/iyAVqu1jDkxu8N++fbsyy1Ft0nfux9UZXyN10x6T4v0mPIfiuETEvPclCi7H4uYPvyFl/U4EvDFaFxPw5hgkLFuLxFUbUBBzA+dfmQF1UQl8Rw+rpKOo2Y7sXImWXYajRedh8PAJwpMjZ0FmbYMzB9YbjB82YR7a9hgB7/qNUcc7EIPGfApR1CD20hFdTMKNaDTvMAQBIRFwca+H1t2ehZdvMJLizlXVYdU4Tz3hgdWbU3HkdC7iEkrw1eKbcHOWoWMrpwrXGdbPA9v3ZWLXgSzcul2ChSsSoFRq0LeLGwAgPrEEs7+Jw9EzeUhOK0X0pQKs+DMZES2cIKlF6YKOYRKcvKrB6esapOcCm4+oUaYCWjU0fBKSMkXsPKnG+TgNVEaScBoRKCgu/xQZfxhj0fq2t8M/p4txMLoEt9PVWPV3PkrLRHRpYWswvneEAuevl2L74SIkZ6ixYW8hbiaXoVdbhS7m6Z72OHdNibW7C3ArRYX0bDWiryiRX1j7Gktn9q1AePtnEBoxDG5eQegxfBasrG1w6Zjherjvi/PRtNMLqFOvMVw9G6Dnc9p6OOGqth6W2zrgqVdWoFGL/nDxDIS3f3N0e/ojpCVcRH62ZbYX/kv7EAlOXxdxNlZERh6w9bgGZWqgRQPDDcLbWcCeMxpcvClCrTa8zSIlUFhS/mnoIyArX8TNtNp3DdOjMfknOywsDKtXr67MspgF53bNkRF1RG9Z+u6DcGnXHAAgyGRwahmGjMjD5QGiiIyow3Bu16IKS1ozqFSluH3zIgJDO+iWSSQSBIa2R+KNaJO2UaYshkatgq1decPVt0FzXImOQl52KkRRRFzMUWSmxKNBWMfHfQhmwauONdycZTh9IV+3rKhYg8uxhWgcZGdwHSupgIb+Cpy5WL6OKAJnLuajcZDC4DoAYGcrRVGxGppa8jRZKgHqugm4kVx+wCKAG8ka+NZ5tLseNwcB7z0jw5RhMgzvLIWT4b8qiyeVAv51rXAptrw7jigCF2NL0aCezOA6Qb4yvXgAOH+9PF4QgKYNrZGSqcbb/+eMb96tg4/GuaJlSAXpVgumVpUiLfEifBuV18OCRALfRh2QHH/GpG2oSouh0ahgY1dxAkFZXAAIAqxtHR+5zOZGIgG8XYG4FP2GeFyKiHrujycDLJEATf0FRN+oJZXvAxIkkmr7mAOTS/nZZ59h4sSJGD58OLKysiqzTDWa3NMdytQMvWXK1AzInBwgsZHD2t0FEisrKNMy74nJhNzLvSqLWiMU5WdD1Khh7+imt9zO0R0FuRkVrKVv95/z4eDsgcCw8h+r/i98hDp1G2DB210xe0IT/Pq/8ej/fx/DP7jNYy2/uXB11jZycnL1u4Rk56rg4mS4weToIIVUKiD73nXyVLrt3beOvRQvDPHCtr0VdEq1QAo5IJUIKCjWX15QDNgbTj6bJCFdg/UHVVi1W4XNR1RwcRAwvp8M1rVwZJWDQgKpREBugX5DJq9QAyd7qcF1nOwlFcRrf9Yc7SSwlUswoJMdzl8vxbxfsnH6cgkmP+uEYD/D17elKi7U1sMKB/16WOHghqI80+rhQ1vmwc7RQ++m4W6qMiUObZmH4JYDILexf+QymxuFHJBIBBSW6Df4C0sAe9vH0+APqSfAxhqIjmV2nx6cyT8tr7zyCvr164exY8ciNDQUS5cuxcCBAx9qp0qlEkql/rPrMlEDmWAed0lUdQ5sXYILx7dh9Hs/QyYrz8wdi/wFiTfO4vnXf4CTmw9uXj2Bbb9+AgdnDzQIM/yDZEl6dHDBG2N8dX+ePj+20vepsJHg03ca4FZSCX7ZmFzp+7N015LKf7RTs4HEDBXeeVqGJgESnLrGDN6jEv5tY52+UoJdR7WD0G+lqBDka43urRW4cjO3GktnXk7uWYKrZ7Zh2OSfYSW7/wmJWl2G7SvfACCi23DTxsPRg2vRQMD12+J9yQciUzxQLikgIABRUVH47rvvMHToUDRu3BhWVvqbOH369H9uZ86cOZg1S79SeF5wxQvSmp8BV6ZmQO6pX065pzvKcvOhKVGiNCMbGpUKcg+3e2LcoEwxLZNiSRQOLhAk0vsG6BbmZcDeyfjf96Edy3Bw21KMfGc5vHyDdcvLSksQuf5rPDf5WzRq1g0A4OUbjJRbl3F45/Ja0eA/cjoXl68X6v4sk2lvlp2dZMjKLZ/VxMXJCjduGv51yMtXQ60W73sC4OJohawc/ay/rY0En73XAEXFGsxcGFthf1NLVKQE1Brxvmy+vS0e6w9vSSmQkSfC1cE8BoA9TvlFGqg1oi47f4ejnQS5BYYvttwCTQXxGt02VWoRt9P117+drkKj+rUrw29rp62H7x2gW5SfCYWj8Xr4dNQynNyzBE+9sgLudUPu+17b2H8T+dm38dSrq2pldh/Q1hMajQg7GwHaTn9adjZAQQUDch+Ekx0Q4CVg7QEmAyrCN+0a98Ap9Zs3b2LDhg1wcXHB4MGD7/uYYtq0acjNzdX7PCMxjxlsco5Gw61HO71l7j07IPtoNABALCtD7umLcO/RvjxAEODWvT1yjprWV9KSWFlZo65fGOJiysc9aDQaxMYcRb0GzStc7+D2n7B/y4/4vylL4RPQRO87tVoFjboMwj1PhCQSCUSxdlSGxSUa3E4r1X1uJpUgM6cMLcIcdDEKGwlCAu0Qc9eNwd1UahHX4ovQPLR8HUEAmoc5IOZ6kd525rwXBJVKxIz/3UBZWe16nKzWALczRQR6l19vAoBAbwkS0h/f9WZtBbg6CBXO1mHJ1Gog/rYKoQHWumWCAIQGWuNGouGZi64nlOnFA0BYg/J4tRqIu10Gbzf9LkFeblJk5NaiO1YAUitreNQLQ8K18npY1GgH4Hr7Vzy27FTkUhzf9QMGv/wTPOs3ue/7O439nPSbGPLKStjauVRK+c2BRgMkZ2kb5XcL8BKQWMH0vQ+ieaAEhUr9J4NED+KBMvxLly7F22+/jV69euHixYuoU6fOQ+1ULpdDLtd/LFhd3XmkdgrYBZVPMagIqAfHZiEozcpFSUIygj+dAhsfT5wdMxUAcHPJ7/B75QWEzHkXCSvXw717O3gP74cTgybqthH39Qo0W/4lck5dQO6Jc/B/fRSs7GyRsGpDlR9fTdC+72hs/Ol91PUPh09AUxzdvQplymK06DQUALBh6VQ4unig19NvAwAObluKvX99g2ET5sHZ3Qf5uekAAGu5AnIbO9jY2sMvuA12rZsLK2s5nN18EH/lOM4e3oS+z71fbcdZ3TbuSMOIwZ5ISilBSnopRj/tjcycMhw6Vd514cv3g3DoZA4279E+bVq/PQ3vTvDDtbgiXI4txNC+HrCRS7BzvzYTqLCRYM7UIMitJfhyUTwUtlIo/s105+apoKklvz2HLmowrLMUtzNEJGZo0CFUCmsr6LreDOskRV4RsPu0tiEplQB1nAXd/zsqBHi5CigtE5H17xjpJ1pLcTlBg5xCEQ62Anq2kEIUgXOxteOm9V47jxRi/FNOiLtdhtikMvRpp4BcJuDAmRIAwPinHJGdp8GfkQUAgN3HivD+aBc80V6Bs9eUiAi3QUBdGVZuydNtc/uhIrwy3AlXbpYhJr4UTYKs0TxYji9WZlfLMVanFt3GYPfqqfD0DYdn/aaI/mcVVKXFCI3Q1sO7fn0Pdk6e6DhQWw+f3LMER7d/gydGzoejqw8K87T1sEyugLXcDmp1GbateB3piZcwcPxiiBq1LsZG4QSplbXhgliwI5c1GNJegtuZAm5niogIkUAmLe9zP7i9BPnFQFS09t+4RKKdix/Q1hMOCgGeLiJKy7TTdd6tWQMB52JFiLWkzn0YfNOucSY3+J944gkcP34c3333HUaOHFmZZapSTq3C0T7yF92fQ+d9AABI+HkDzo2dBrl3Hdj6euu+L45PxIlBExE6fxr8XxuJksQUnJ84HRm7D+piktdth3UdVzSa8br2xVtnY3D8yXEoTas9Ax3vFt62Pwrzs7D3r29RkJsOL9/G+L+3luq69ORm3dZ7FHdi7xqoVWVY+8MbetvpOuhVdB/yGgDg6ZcXIPLPBdiw5F0UF+bCya0uegx9E6271d4Xb63dmgYbuQRvvlQf9gopLlwtxAdz9TPy3h7WcHIo/2f/z7EcODlYYeQwb7g4WSH2VjE+nHsDOXnabkFB/grdLD+r5ofp7e/Fty4iNUN/lhRLdSFeAzsboGcLKextpUjOErFqtwqF2rYonO0FiHc9xndQAJMHlXcb6RwuRedwKeJSNFi2Q3tuHe2AZ7paQSHXDuy7mabB4q2qWjs15/GLSjjY5eOp7va6F2/N/zUbeYXaxpGbk1SvsXM9oQyL1+diaA97DOtpj9QsNb75PQdJaeXZ+9OXlVj1dx4GdLLDC/0ckJKpwnd/5OLardr3voNGLfujuDALR7d/g8K8dNTxaYzBE3+CwkFbD+dnJ+s9NT1/6Hdo/m3U361t38lo1+81FOakIu6C9r0na+bqP90f+urPqNcwopKPqOa5dFOEnVyDbs0ksLfRjs1ZvVetqyec7ASId13EDrbAxP7l9XGHUAEdQiWITxXx857y6zjQS4CznYAzN2rXkyl6vARRNO1+sXfv3lixYgXq1atXKQXZKgv+7yB6aHn7Lld3ESzeikXR1V0Ei9a2Z9h/B9EjSYyvfZnvqtYmova+hbYqZGZV/GZmejw+fqFmTiV29oku1bbvZjv2V9u+TWXy39ru3bsrsxxERERERFQJOA8mEREREZEFq5nPZYiIiIiITGQub7ytLjw7REREREQWjBl+IiIiIjJrfPGWcczwExERERFZMDb4iYiIiIgsGLv0EBEREZFZ45t2jWOGn4iIiIjIgjHDT0RERERmjYN2jWOGn4iIiIjIgjHDT0RERERmjS/eMo5nh4iIiIjIgrHBT0RERERkwdilh4iIiIjMGgftGscMPxERERGRBWOGn4iIiIjMGjP8xjHDT0RERERkwdjgJyIiIiKyYOzSQ0RERERmjV16jGOGn4iIiIjIgjHDT0RERERmjW/aNY5nh4iIiIjIgjHDT0RERERmTSJlH35jmOEnIiIiIrJgbPATEREREVkwdukhIiIiIrPGaTmNY4afiIiIiMiCMcNPRERERGaN03Iax7NDRERERGTB2OAnIiIiIrJg7NJDRERERGaNg3aNY4afiIiIiMiCMcNPRERERGaNGX7jmOEnIiIiIrJgzPATERERkVnjtJzG8ewQEREREVkwNviJiIiIiCwYu/QQERERkVnjoF3jakyDP2/f5eougkVz7BZS3UWweN7T/qnuIli08Eay6i6CxctIta7uIli8bg2Tq7sIFq1UZD1R+dyruwD0EGpMg5+IiIiI6GFw0K5xPDtERERERBaMDX4iIiIiIgvGLj1EREREZN4EDto1hhl+IiIiIiILxgw/EREREZk1TstpHDP8REREREQWjA1+IiIiIiILxi49RERERGTWOA+/cTw7REREREQWjBl+IiIiIjJrHLRrHDP8REREREQWjBl+IiIiIjJr7MNvHM8OEREREZEFY4OfiIiIiMiCsUsPEREREZk1Dto1jhl+IiIiIiILxgw/EREREZk1ZviNY4afiIiIiMiCscFPRERERGTB2KWHiIiIiMwb5+E3imeHiIiIiMiCMcNPRERERGZNEDho1xhm+ImIiIiIqtD3338Pf39/2NjYICIiAsePHzca//XXXyM4OBi2trbw9fXFW2+9hZKSEpP3xww/EREREZk1wYz68P/xxx+YMmUKFi1ahIiICHz99dfo27cvrly5Ag8Pj/viV69ejffffx/Lly9Hhw4dcPXqVYwePRqCIGDBggUm7dN8zg4RERERkZlbsGABxo8fjzFjxiA0NBSLFi2CQqHA8uXLDcYfPnwYHTt2xIgRI+Dv748+ffrg+eef/8+nAndjg5+IiIiI6CEplUrk5eXpfZRKpcHY0tJSnDp1Cr169dItk0gk6NWrF44cOWJwnQ4dOuDUqVO6Bn5sbCy2bduG/v37m1xGNviJiIiIyKwJEqHaPnPmzIGTk5PeZ86cOQbLmZGRAbVaDU9PT73lnp6eSElJMbjOiBEj8Mknn6BTp06QyWRo0KABunXrhg8++MDk88MGPxERERHRQ5o2bRpyc3P1PtOmTXts29+3bx8+//xz/PDDDzh9+jQ2bNiArVu3Yvbs2SZvg4N2iYiIiMi8VeOgXblcDrlcblKsu7s7pFIpUlNT9ZanpqbCy8vL4DofffQRXnzxRYwbNw4A0KRJExQWFmLChAn48MMPITHh2JnhJyIiIiKqAtbW1mjVqhUiIyN1yzQaDSIjI9G+fXuD6xQVFd3XqJdKpQAAURRN2i8z/EREREREVWTKlCkYNWoUWrdujbZt2+Lrr79GYWEhxowZAwAYOXIkfHx8dOMABg4ciAULFqBFixaIiIjA9evX8dFHH2HgwIG6hv9/YYOfiIiIiMyaIDGfN+0+++yzSE9Px8cff4yUlBQ0b94cO3bs0A3kvXXrll5Gf/r06RAEAdOnT0dSUhLq1KmDgQMH4rPPPjN5n2zwExERERFVocmTJ2Py5MkGv9u3b5/en62srDBjxgzMmDHjoffHBj8RERERmTVB4LBUY3h2iIiIiIgsGDP8RERERGTezKgPf3V4bA1+lUqF27dvo379+o9rk1XqeORvOLRjGQpyM+DlG4J+L0xHvcCmBmNP/bMWZw9vQlrSNQCAt18Yeg57Sy9eWVKIPX/Ox+UzkSguyIGzez1E9HoRbbo/VyXHU5O4dmqNwLfHwqllOGzqeuDksFeQujnS+Dpd2iJ03vuwD22IkoRkXJ/zIxJ/3qgX4zdpBAKnjIXcqw7yzl3GxTdnI/fE+co8lBqtZ1sF+nW0g5O9BAmpZfh1az5ik8oqjG8TJsfQHg5wd5YiNUuFtbvyce5aqV6Mt7sUz/ZxQLC/NaQSICldjW9/z0ZWrqayD6fGORb5Gw5v19YRnvVD0N9IHXHyn7U4e6i8jqjrX0EdsU5bRxQV5MClTu2tI+7o2kKOPhFyONpJkJimxh97ihCfrK4wvmWwDIM628LNSYK0bA027ivChViV7nsHhYCh3WzR2F8GhY2Aawkq/LGnCGnZte/6BYDtf2/EX+t/R052FvwDgjDu5dfRMLjxf6538J9ILPhqNtq264j3PyofJPj7bytwaH8UMtLTYWVlhQZBjTBi5Dg0CgmtzMOo0Xb+vR5bNqxGbnYW6gcEYczEtxAU/N/n4/A/e/DN3Blo3a4z3pn+hW758cP7sHv7X4i7fgUF+Xn44psV8A9sVJmHQBbqsXXpuXjxIgICAh7X5qrUhePbsPOPL9Bt0KuYOGMDPH2D8euCcSjIyzQYH3/lOMIjBmDUe6sw9sPf4eTqhV/mj0VedvlLFHb+/gWuXziIoeO/wqufbUW73iOx7bfZuHwmqqoOq8aQ2imQd+4KLrw+y6R4W/96aLN5MTL3HcPB1oMR9+0qNFn8Kdx7d9LFeA/vh8Zzp+Hap9/jYNunkH/uMiK2LoN1HdfKOowarW24DZ5/wgGb9hVgxqIMJKSo8M5IFzjYGf4nHuQrw6SnnbH/dBE+/jEDp2OUeON5F/h4lOcAPFykmD7ODbczVJizPAvTv8/E5n0FKFMZ3KRFu3BsG3b+/gW6DX4VE2dugJdvMH6Zb6SOuHwcTdoNwOipqzBu+u9wdPXCL/MqqCMmfIXJn/9bR/xaO+sIAGgVIsPTPWzx96ESfL4yD4lparz2jD0cFIazdoE+UowdZIdD55T4bGUeoq+V4uWh9qjrXn7NTxpqD3dnCX7cUIDPVuYhM0+DN561h7Wsqo6q5ji4Pworlv6AZ0aMxrxvlsI/oAE++ehd5ORkG10vLTUZK5f9iNCw+29u6/r4YtzLb+B/3y/HZ3O/RR1PL3zy0bvIzc2ppKOo2Q7v34NffvoWTz//EuYsXA6/gCDM+XgKck04x78u/w4hYc3u+66kpAQhoU0xYvSkyio21RLsww/gyM6VaNllOFp0HgYPnyA8OXIWZNY2OHNgvcH4YRPmoW2PEfCu3xh1vAMxaMynEEUNYi8d0cUk3IhG8w5DEBASARf3emjd7Vl4+QYjKe5cVR1WjZG+cz+uzvgaqZv2mBTvN+E5FMclIua9L1FwORY3f/gNKet3IuCN0bqYgDfHIGHZWiSu2oCCmBs4/8oMqItK4Dt6WCUdRc32RAcF/jlVhANninE7XY2VW/JQWiaiS0tbg/F92ilw/roS2w8VITlDjQ1RBYhPLkOvCIUuZlgve5y9qsTaXQW4laJCWrYaZ64okV9Y+7Kjh3etRKsHqCOenqhfRww2VEdcj0azjvp1hKdvMJJia18dAQC92tjg0FkljpwvRXKmBqt3FqGsDOjQxNpgfI9WNrgYW4bdx5VIydRgy4ES3EpVo1tLGwCAh4sEgT5WWL2rCDdT1EjN0mDNziLIrAS0aWx4m5Zsy8Z16P3EAPTs3Q++9f0xcfIUyG1sELVrW4XrqNVq/G/uZ3juhTHw9PK+7/su3XqhWYvW8PKui/p+ARgz/lUUFRXiZtyNyjyUGmvrX3+gR9+B6NZ7AOrVD8C4V9+FtVyOfbv/rnAdjVqN7+bNwtMvjIWHV937vu/S4wkMe/4lhDdvU5lFtwiCRFJtH3Ngcilbtmxp9PPcc+b5GFqlKsXtmxcRGNpBt0wikSAwtD0Sb0SbtI0yZTE0ahVs7Zx0y3wbNMeV6CjkZadCFEXExRxFZko8GoR1fNyHYHGc2zVHRtQRvWXpuw/CpV1zAIAgk8GpZRgyIg+XB4giMqIOw7ldiyosac0glQL+3jJcvFHeHUcUgYs3ShFUz3AqM8jXGhdj9bvvXLheiiBfbbwgAM0ayZGSqX1S8O17dfDxBFe0DDHt1eGWRKUqRXL8RQSG3V9HJFyPNmkbZcpiqO+tI4Ka48qZe+qI1Hg0CK99dYRUAtT3kiLmZvnjIxFATHwZAn0M9zwN9LHC5Zv6j5suxZUh0Ef7Ehqrf99Fc/cTKRGASg0E1atdw9fKyspw4/oVNG3eSrdMIpGgafNWuHL5UoXrrVvzM5ycndGr7wCT9rFr+xYo7OzgH9DgsZTbnKjKyhB3/Qqa3NUwl0gkaNK8Na5evlDheut/XwEnJxf06DOwKopJtZjJtd6lS5fw3HPPVdhtJzk5GVevXn1sBasqRfnZEDVq2Du66S23c3RHRnKcSdvY/ed8ODh76DUI+r/wEbas+ggL3u4KidQKgiBg4KjZ8A/mXfp/kXu6Q5maobdMmZoBmZMDJDZyyFycILGygjIt856YTNgFB1ZlUWsEB4UEUqmA3Hsy77mFanjXMZzJdLKXIK/gnvgCNZzstTkARzsJbOUSPNnZDusjC7B2Vz6aNJTjteec8cXKLFyJr3hsgKUpys+GxkAdYe/kjowUE+uIdYbriM0rP8L8KeV1xKDRtbOOsFcIkEoE5N1zDecXifByM/wWSUc7A/GFIhz/7caWkqVBZq4aT3W1xW87iqAsE9GzjRyujhI42ptHRu5xyc/LhUajgbOzfpdHZ2cXJCXcMrhOzMVz2LNrKxZ8+5PRbZ88fhgLvvwESqUSLq5umPHpfDg6OT+uopuNvLwcaDRqON1zjp2cXZGUaPgcX754Fnt3/Y0vvllZBSW0fOb04q3qYHKDPzw8HBEREZg0yXA/sujoaCxdutSkbSmVSiiVSr1lZaXWkFmbX/bwwNYluHB8G0a/9zNksvLyH4v8BYk3zuL513+Ak5sPbl49gW2/fgIHZw80uOtHn6gmEv6tN09fVmLnkSIAwK0UFRr6ytCjtQJX4nOrsXTmRVdHTL2njtjzCxJjz2LEG//WEVdOYCvriMdGowEWbyzEi/0UWPCmM9QaEZfjVbhwowxgu8Co4qIiLJz/OV55/d3/bLyHN22B+d/+hLy8XOzZsRXzv5iJLxb8CGdnl6oprJkqLirE9wtmY/xrU2vlDRJVPZMb/B07dsSVK1cq/N7BwQFdunQxaVtz5szBrFn6AziHjvkYT4+daWpxHhuFgwsEifS+wXeFeRmwd3I3uu6hHctwcNtSjHxnObx8g3XLy0pLELn+azw3+Vs0atYNAODlG4yUW5dxeOdy/pj/B2VqBuSe+ude7umOstx8aEqUKM3IhkalgtzD7Z4YNyhT9J8M1Ab5RRqo1SKc7hmg62QnRW6+4f72uQWa+7KcTvZS5P6b9c8v0kClFnE7Xb/LxO10FRr51a7+zwoHF0gM1BEFuRmwd/yPOmL7MhzcuhQj362gjnjNQB2xo/bVEQVFItSaO9n58ll5HBT3Z/HvyLsrm6+LvyfrfytVjc9W5sPGGrCSCigoFjH1RQfcTKldI88dHJ0gkUiQk5OltzwnJxvOLvdPdJCSnIS01BR8PmuabpkoigCApwf2wHdLfoGXtw8AwMbGFt5168G7bj0Eh4Th1fEvIHLXNgx75oVKPKKax9HRGRKJFLn3nOPcnCyD5zg1JQnpqcmY+8lU3TJR1F67IwZ1wYLFq+HlXa9yC021iskN/oULFxr9vkGDBti7d69J25o2bRqmTJmit+yvU9XTiLCyskZdvzDExRxB45a9AAAajQaxMUfRtkfFFdbB7T/hwN+L8H9TfoJPQBO979RqFTTqsvve+iaRSHT/oKliOUejUaef/s2je88OyD4aDQAQy8qQe/oi3Hu0L5/eUxDg1r09bv7waxWXtvqp1UB8chlCA61x+rL2yZkgAKGB1thzvMjgOtcTShEaaI1dR8q/D2tgjesJZbptxiWVwctNv4rwcrNCRk7F0yRaIisra3j7hyH2kn4dERdzFG17Gqkjtv2E/X8vwotvG64j1AbqCKGW1hFqDXArRY0QPyucvaa9BgUAIf4y7DtVYnCd2CQVQvysEHWy/GlxY38ZYpPuvz5LSgFAhIeLBH5eUmw+UFwJR1FzyWQyNAgKxrno04ho3xmA9ho+F30K/Z986r54H9/6+N/3y/WWrfllGYqLi/HShMlwc/eocF8ajYiystIKv7dUVjIZAoKCceHsSbRpr/390mg0uHD2FPo+ef9kEnXr+WHud7/oLfvj1yUoLirC6Alvwt3ds0rKbVH4pl2jTD47H330EdTqin/ob926hd69e5u0LblcDkdHR71PdXbnad93NE79sw7RhzYi/fYNbP1lJsqUxWjRaSgAYMPSqdjz53xd/MFtS7F340IMHvMZnN19kJ+bjvzcdChLCgEANrb28Atug13r5iLu8jFkpyfizMENOHt4Exq3NO0cWRKpnQKOzULg2CwEAKAIqAfHZiGw8dXO+hD86RQ0W/GlLv7mkt+hCPBFyJx3YRccCL+XR8B7eD/ELVypi4n7egV8xz4DnxeHwD4kEOHfz4SVnS0SVm2o0mOrKXYcLkLXVgp0bG4Db3cpRj3pCLm1gAOntQ2bCUOdMLyXvS5+19EiNAmS44kOCni7SzGkuz0C6sqw51j5DcD2Q4WICLdB11a28HCVoldbBZoHyxFZwU2EJevQZzRO/7MO0Qe1dcTfP89E6T11xO515XXEga1LEbVxIYa8VHEd4R/cBrvW3l9HhNTCOgIA9pwoQadmcrQLt4aXmwTP91XAWgYcPq9tPI4eoMCQLja6+KhTJQgLkKFXGzk8XSV4sqMN/Lyk2He6/AahZbAMjXyt4O4kQbMgGd541h7R18oQE1+7MvwAMPCp4diz82/s3bMDibduYvH3/4OypAQ9evcDACyc/zl+XbkEAGBtLYeff6Dex87OHra2tvDzD4RMJkNJSTF+XbUUVy5fRFpaCm5cu4Lvvv4SWZnp6NCpWzUeafUZMORZRO3cgn8ityEpIR7LfpgHZUkJuvbSDnr+fv5srFn5IwDtOfb1D9T7KOzsYatQwNc/EFYy7QQKBfl5iI+9iqRb2vFCtxNvIT72KnKyDU8JTFQRkzP8q1atwt9//41ffvkF4eHhet8tXrwY7777Ljp2NM/ZJcLb9kdhfhb2/vUtCnLT4eXbGP/31lJdl57crNt6g0FO7F0DtaoMa394Q287XQe9iu5DXgMAPP3yAkT+uQAblryL4sJcOLnVRY+hb6J1N/OczehROLUKR/vI8kxG6LwPAAAJP2/AubHTIPeuA1vf8infiuMTcWLQRITOnwb/10aiJDEF5ydOR8bug7qY5HXbYV3HFY1mvK598dbZGBx/chxK02pnJXj8QgkcFRIM7eEAJ3sJbqWUYd4v2bruDa5OUmjE8vjrCWVY9GcOhvV0wNO9HJCaqcLCNdlISitvCJ2KUWLlljw82cUO/9ffEckZKnz7Rw6u3ao9A3bvCI/Q1hFRd+qI+o3x4pS76ojM2xCE8jri5L91xB/f69cR3QbfVUdMWoA9fy7A+sXaOsLZrS56Dnuz1r5469TlMjgoijGwk43uxVvfri1AfpH2wnV1lEC86xqOTVJj2ZZCDOpsi8FdbJGWrcGiDQW4nVH+hMTJXoKne9jA0U5AboEGRy+WYtshw08MLF2nLj2Ql5uDNb+uQE52FgICg/DRJ1/puptkpKdCIpg+uEEikSAp4Rb2Re5EXm4uHBwdEdQwBJ9+9S3q+5nnO3keVYcuvZCXm4N1v/6EnOws+AU2xPufzNc7xw86sPTksQNY9PXnuj9/89UMAMCw51/C8BfGPr7CWwAO2jVOEMW7q9CK5eXlYfLkyVi7di1mzJiBqVOnIjExES+99BJOnDiBuXPnYsKECQ9dkDWHTCoGPSTHbiHVXQSLt3baP9VdBIvW7wk+4q5s+w7kVHcRLN5rw2rnDUdVKRVr4VvVqliLhsbHLlWXvAVvVtu+Had8XW37NpXJGX5HR0f8/PPPGDZsGCZOnIg//vgDcXFxaNu2Lc6dOwc/P7/KLCcRERERkWFm8gKs6vLAZ6ddu3Zo0qQJzp07B41Gg+nTp7OxT0RERERUQz1Qg3/NmjUIDQ2FRqNBTEwMJk2ahD59+uCtt95CSQkfUxIRERER1TQmN/iHDRuG8ePHY+bMmYiMjERwcDC++uor7N27F9u2bUOzZs1w5MiRyiwrEREREdF9BEGoto85MLkPf0pKCs6cOYOGDRvqLe/QoQOio6Px/vvvo2vXrigtrX3z7xIRERER1VQmN/gPHDgASQUDImxtbbFw4UIMG3b/yyWIiIiIiCoVB+0aZfLZqaixf7cuXbr8ZwwREREREVUd3g4REREREVkwk7v0EBERERHVRHzTrnHM8BMRERERWTBm+ImIiIjIvAnMYRvDs0NEREREZMGY4SciIiIi88Y+/EYxw09EREREZMHY4CciIiIismDs0kNEREREZk3goF2jeHaIiIiIiCwYM/xEREREZN44aNcoZviJiIiIiCwYG/xERERERBaMXXqIiIiIyKwJEuawjeHZISIiIiKyYMzwExEREZF5Ezho1xhm+ImIiIiILBgz/ERERERk3tiH3yieHSIiIiIiC8YGPxERERGRBWOXHiIiIiIybxy0axQz/EREREREFowZfiIiIiIya3zxlnE8O0REREREFowNfiIiIiIiC8YuPURERERk3gTmsI3h2SEiIiIismDM8BMRERGReZNwWk5jmOEnIiIiIrJgbPATEREREVkwdukhIiIiIrMmcNCuUTw7REREREQWrMZk+Fcsiq7uIlg072n/VHcRLN4zc7pWdxEs2rnwS9VdBItno5BVdxEs3qdL8qu7CBYtIeZqdRfB4h3cUkN/6zho1yhm+ImIiIiILFiNyfATERERET0U9uE3imeHiIiIiMiCscFPRERERGTB2KWHiIiIiMybwEG7xjDDT0RERERkwZjhJyIiIiLzJmEO2xieHSIiIiIiC8YGPxERERGRBWOXHiIiIiIyb5yH3yieHSIiIiIiC8YMPxERERGZNwmn5TSGGX4iIiIiIgvGDD8RERERmTf24TeKZ4eIiIiIyIKxwU9EREREZMHYpYeIiIiIzJvAQbvGMMNPRERERGTBmOEnIiIiIvMmYQ7bGJ4dIiIiIiILxgY/EREREZEFY5ceIiIiIjJvHLRrFDP8REREREQWjBl+IiIiIjJvfNOuUTw7REREREQWjBl+IiIiIjJvnJbTKJ4dIiIiIiILxgY/EREREZEFY5ceIiIiIjJvnJbTKGb4iYiIiIgsGDP8RERERGTeOC2nUTw7REREREQWjA1+IiIiIiILxi49RERERGTeOGjXKGb4iYiIiIgsGDP8RERERGTe+KZdo3h2iIiIiIgs2ANl+H/44Qds2LABrq6umDhxInr27Kn7LiMjA23btkVsbOxjL2RVGTnUC/26u8NeIcXFq4X4ZmUCbqcqja4zsJc7hvf3gKuTDLEJxfj+50RciS0CADjYSfHiUG+0auIADzdr5OapcPh0Dlb+mYyiYk1VHFKN0bOtAv062sHJXoKE1DL8ujUfsUllFca3CZNjaA8HuDtLkZqlwtpd+Th3rVQvxttdimf7OCDY3xpSCZCUrsa3v2cjK7d2nVvXTq0R+PZYOLUMh01dD5wc9gpSN0caX6dLW4TOex/2oQ1RkpCM63N+ROLPG/Vi/CaNQOCUsZB71UHeucu4+OZs5J44X5mHUqO1DBIQESzA3gZIywF2ndEgOctwrLsj0DlcAi8XwNlOwJ4zGpy4JurFCALQOUxAWH0BdjZAQQlwPl7EoUui4Y3WAp2ayNCjpQwOCgG3MzRYv1+JW6mG/z17uUrQL8Iavh4SuDpKsHG/Ev+c1a9TAutK0KOlNXzrSOBkL8GyrcU4H6uuikOpkXq3t8fAro5wcpDiVnIpVm7Kxo2E0grjI5rYYnhfZ9RxsUJKRhnWbM9B9OUSg7Fjh7qgVzsH/Lw5G9sP5lfWIZiFsS/4Y2AfLzjYWeF8TB7m/XANicnFRtcZ2r8unh/qC1cXa9yIK8D/Fl9HzDX98xgW7IgJL/ojNNgRGo2Ia7EFmDLjPEpLa9dvXkVE9uE3yuQM/zfffIN3330XISEhkMvl6N+/P+bMmaP7Xq1W4+bNm5VSyKrwzAAPDOlTB9+sSMDrM6+gRKnGnPcaQCar+ALqGuGMiSN88OvGFLzy0RXE3irG5+81gLOj9j7KzUUGNxcZlq5JwoRpMZi39CZaN3HE2+PqV9Vh1Qhtw23w/BMO2LSvADMWZSAhRYV3RrrAwc7w5RfkK8Okp52x/3QRPv4xA6djlHjjeRf4eJTfn3q4SDF9nBtuZ6gwZ3kWpn+fic37ClCmqqqjqjmkdgrknbuCC6/PMine1r8e2mxejMx9x3Cw9WDEfbsKTRZ/CvfenXQx3sP7ofHcabj26fc42PYp5J+7jIity2Bdx7WyDqNGa+wroGczAQcvili+W4PUHBHPdpFAITccL5MCOQUi9p0TUVBsuAHfLkRAiwYCdp3RYOkODfae0yAiWEDrhrXzR6tFQysM6WyNHcdLMe/3IiRlaPDyIFvY2xo+HzIrIDNPgy2HS5FbaLjBI5dpbxz+/Md44qY2aNdMgRcHumD9nlx8sDAZN5PL8P5YDzhWUA839LPGayPcse9EAaYtTMbJi8V4e2Qd1POU3RfbOswWQfXlyMqthRXwPV4Y5ounn/TBvB+uYcI7Z1BcosaCT5rA2khbokenOpg8rgFWrInH2DdP4XpcARZ80gTOTuXnOizYEfNnNcGJ6GxMePs0xk05jQ1bb0PU1N4EAT0Ykxv8ixcvxtKlS/Hdd9/hl19+wd69e/G///0PH3/8cWWWr8o89YQHVm9OxZHTuYhLKMFXi2/CzVmGjq2cKlxnWD8PbN+XiV0HsnDrdgkWrkiAUqlB3y5uAID4xBLM/iYOR8/kITmtFNGXCrDiz2REtHCqVV3NnuigwD+ninDgTDFup6uxckseSstEdGlpazC+TzsFzl9XYvuhIiRnqLEhqgDxyWXoFaHQxQzrZY+zV5VYu6sAt1JUSMtW48wVJfIr+OG3ZOk79+PqjK+RummPSfF+E55DcVwiYt77EgWXY3Hzh9+Qsn4nAt4YrYsJeHMMEpatReKqDSiIuYHzr8yAuqgEvqOHVdJR1GxtGwk4GyvifLyIzDxgxykRKhXQNMDwj3hyNrD3nIiYBBGqCi7Jem4CriWJuJEM5BYBVxKBuFTAu3beU6FbcxmOXCzD8RgVUrNFrNurRKlKRESo4QfRCWkabD5UijPXVFBXkLSPuanGtqOltTqrf8eAzg6IOlaAf04WIilNhWUbslBapkG3NvYG4/t1csDZqyX4+5983E5TYd2uXMQllaJvR/14F0cpRg92wfdrMiv8e6hNhg/ywc9rb+LgsUzciC/Ep/+7DDdXOTq3c69wneeG1MOWncnYFpmK+IQizP3hGkqUGjzZ20sX8/q4BvhzSxJ+/TMBcbeKkJBUjKiD6ShTscFPpjG52RkXF4cOHTro/tyhQwdERUVhyZIlmDZtWqUUrqp41bGGm7MMpy+UPz4rKtbgcmwhGgfZGVzHSiqgob8CZy6WryOKwJmL+WgcpDC4DgDY2UpRVKyGppa0S6VSwN9bhos3yh8biyJw8UYpgurdnykCgCBfa1yM1X/MfOF6KYJ8tfGCADRrJEdKpvZJwbfv1cHHE1zRMqSCdCvpcW7XHBlRR/SWpe8+CJd2zQEAgkwGp5ZhyIg8XB4gisiIOgzndi2qsKQ1g0QCeLkAcan6P6zxaSJ83B4+G5+YKcLPU4Drv+0nDyfA1x2ITX6U0ponqQSo5yHB1YTyFqMI4GqCGv5e0uormIWQSoEAH2tcuF7eHUcUgQvXStDQz9rgOg3ry3Hhmn73nXNXS9Cwfnk9KwjAq8+54e9/8pGYWnEXzdqirqcN3F3lOBGdrVtWWKTGpat5CA9xNLiOlZWARkEOOHm2fB1RBE5GZyMsWLuOs5MMYSGOyM4txY9fNcfmn9vj2znN0DTU8DZrLUFSfR8zYHIffnd3dyQkJMDf31+3LDw8HFFRUejRowdu375dGeWrEq7O2oZkTq5+hZWdq4KLk+FGqaODFFKpgOx718lTwbeujeF17KV4YYgXtu3NfAylNg8OCgmkUuG+R+65hWp41zH8Q+NkL0FewT3xBWo42Wv/UTnaSWArl+DJznZYH1mAtbvy0aShHK8954wvVmbhSjx/eIyRe7pDmZqht0yZmgGZkwMkNnLIXJwgsbKCMi3znphM2AUHVmVRawSFNSCRCCi6p1dIYQng5vDw2z0SI0JuBUzoJ4FGBCQC8M95ERdv1b6MnZ2tAKlEQH6R/rHnF4nwdDGPH9OazNFO+3uVm6+fgs8t0KCuh+HfOGcHKXIL7o1Xw9mh/AZsUDdHqDUidhyq3X3273B10f6mZefc0y7IKdV9dy8nRxmspAKysvXXycopg189bfLQx0vbpnjpeX98v/wGrsUV4okenvj602YY+erJ/xwfQAQ8QIO/U6dO2LBhAzp37qy3PDQ0FJGRkejevbvJO1UqlVAq9X89NepSSKSG/0E8bj06uOCNMb66P0+fX/kDjRU2Enz6TgPcSirBLxtrYQrvMbozLuf0ZSV2HtEOkL6VokJDXxl6tFbgSnxuNZaOyDSNfQWE+QnYdFRERp4IT2cBvZoLKCgGzt+sfY1+Mi8BPjI80ckBHyxMqe6iVJveXT3w7quNdH9+75PKmdRA+PdHb9MObbcfALgWW4BWTZ0xoLcXFv8cVyn7NTtmkmmvLiY3+N9//32cOnXK4HdhYWGIiorCn3/+adK25syZg1mz9AcYBjaZgAbNXja1OI/kyOlcXL5eqPuzTKa9SJydZHqDjlycrHDjpuE757x8NdRq8b4nAC6OVsi65+7e1kaCz95rgKJiDWYujK1V/RzzizRQq0U43TMwzMlOitx8w/2acgs0cLS/J95eitx/s/75RRqo1CJup+sPELudrkKjCh5PUzllagbknvr9SeWe7ijLzYemRInSjGxoVCrIPdzuiXGDMkX/yUBtUFQKaDTifQN078ys87B6NBNw5LK2nz8ApOeKcFQA7RsLta7BX1gsQq0R4aDQ7yLloBCQV1S7zkVlyCvU/l45Oeh3j3KylyAn3/APUk6+Gk7298ZLdfEhATZwtJPg22l1dd9LpQL+70ln9OvkgNe/MN+n/qY6eDwTl66e1P3Z+t+2hIuzDJnZ5d1SXZytcT22wOA2cvPKoFKLcHXRb0u43rWNO/+NTyjUi7mZWATPOuzKSqYx+XZo3bp1ePHFFyv83tHREYcOHTJpW9OmTUNubq7eJyD8JVOL8siKSzS4nVaq+9xMKkFmThlahJU/n1fYSBASaIeY64UGt6FSi7gWX4TmoeXrCALQPMwBMdeL9LYz570gqFQiZvzvBsrKatePl1oNxCeXITSwvCEuCEBooDWuJxruenM9oVQvHgDCGljjekKZbptxSWXwctO/X/Vys0JGTi26m3pIOUej4dajnd4y954dkH00GgAglpUh9/RFuPdoXx4gCHDr3h45R89UYUlrBo0GSMkG/D31G6N+HgKSMh/+37NMqu2rezdRrJ1vh1drgMQ0DRrWK29gCgAa+UoRn8J/049KW2eWIjyovLupIABhQTa4dtPwtJzXbikRFqTfPbVJQxtcu6V9On/gdCGm/i8F739d/snKVWHLP3mYsyyt8g6mBikuViMpuUT3ibtVhIwsJVo3c9HFKGylCG3kiAuX8wxuQ6UScfV6Plo1LV9HEIBWzVxw8Yp2neTUEqRnKlHfR398oG9dW6SkcQYqMo3JDf5Vq1ahbdu2uHDhwn3fLV68GOHh4bCyMu2BgVwuh6Ojo96nqrrzVGTjjjSMGOyJdi0c4V/PBu+97IfMnDIcOlXePeTL94MwqFd5ZnT99jT07+aG3p1c4VtXjtdH+8JGLsHO/dq+zwobCeZMDYKNXIIFP92CwlYKFycruDhZQVKLftR3HC5C11YKdGxuA293KUY96Qi5tYADp7VPTyYMdcLwXuUzP+w6WoQmQXI80UEBb3cphnS3R0BdGfYcK7+R2n6oEBHhNujayhYerlL0aqtA82A5Io8X3bd/Sye1U8CxWQgcm4UAABQB9eDYLAQ2vt4AgOBPp6DZii918TeX/A5FgC9C5rwLu+BA+L08At7D+yFu4UpdTNzXK+A79hn4vDgE9iGBCP9+JqzsbJGwakOVHltNcfyqiOaBApr4CXBzAJ5oJUBmBZyL07bYn2wroGuT8n/UEgng4az9SCWAva32/13umuDk2m0RHRoLaOANOCmARj7a2YCuJNWupMAd+6LL0D5MhjYhVvB0ETC8uxzWVgKOXdI+yXuhtxxPti//nZBKAB93CXzcJZBKACd7AT7uErg7lf89WMvKYwDA1VH7/872tagC/tfWA/no3tYeXVrZoa6HFV56ygVyawn+OanNPE961g3PPVE+K932g/loFmyDAV0cULeOFYb1dkJgPWvsPKSNLyjSIDG1TO+jVgO5+Rokp9fe6TnXbU7CqGfro2NbNwT62WH6lBBkZilx4Gj509GvP22KoQPKn4z8/lciBvb1xhM9POFXT4F3XmkIWxsJtu4p7y61ekMCnh7og24d3OHjbYNxL/jDr54Cf+9mF+E7REGoto85MLlLz4ULFzB58mS0bt0aM2bMwNSpU5GYmIiXXnoJJ06cwLx58zBhwoTKLGulWrs1DTZyCd58qT7sFVJcuFqID+bqZ+S9Pazh5FB+yv45lgMnByuMHOYNFycrxN4qxodzbyAnT1vZBfkrdLP8rJofpre/F9+6iNSMil94YkmOXyiBo0KCoT0c4GQvwa2UMsz7JRt5/w7kdXWS4u6phK8nlGHRnzkY1tMBT/dyQGqmCgvXZCMprfxH5FSMEiu35OHJLnb4v/6OSM5Q4ds/cnDtVu0bsOvUKhztI3/R/Tl03gcAgISfN+Dc2GmQe9eB7b+NfwAojk/EiUETETp/GvxfG4mSxBScnzgdGbsP6mKS122HdR1XNJrxuvbFW2djcPzJcShNqz0Dzu8Wk6Dt0tM5XICdjYC0HGDtfo1uIK+jQoB4V7rewQYY26c8W90uREC7EOBmmojV+7TX/e4zIrqEA31baufzLygBzsSKOFhLX7x15poKdrYC+kVYw9FOQFK6Bos3F+veY+BiL4EolncDdLIT8O7z5RnPHi2t0aOlNa4nqvHdRm0yob6HFJOHlk//+1RnbfeH4zFlWL2ndmVGj54tgqOdBE/3cYKzgxQ3b5fii2Vpuq6S7s5SvWv42s1SfLc6A8884Yxnn3BGSkYZ5v+cztl4/sNv6xNgYyPFe5Mbwd7OCucv5eLtGedReldbwsfLFs6O5V14og6mw9lJhnEv+MPVRdv95+0Z5/UG/67bnAS5tQSvjWsARwcZrscV4K2Pz+F2yiP0K6RaRRDFex8qG7dp0yZMnDgRXl5eiIuLQ9u2bfHTTz/Bz8/vkQrS58Xa11WgKnkHeP93ED2SZ+Z0re4iWLRzv12q7iJYvNRUzvZR2VITKng9Mz0WCTEcwFrZDm6pmb91RfvXVtu+FV2eqbZ9m+qBhzS3a9cOTZo0wblz56DRaDB9+vRHbuwTEREREVHleKAG/5o1axAaGgqNRoOYmBhMmjQJffr0wVtvvYWSEj5WIiIiIqJqIAjV9zEDJjf4hw0bhvHjx2PmzJmIjIxEcHAwvvrqK+zduxfbtm1Ds2bNcOTIkf/eEBERERERVRmTG/wpKSk4c+YMXnvtNb3lHTp0QHR0NJ544gl07Voz+3UREREREdUU33//Pfz9/WFjY4OIiAgcP37caHxOTg5effVVeHt7Qy6Xo1GjRti2bZvJ+zN5lp4DBw5AIjF8f2Bra4uFCxdi2LBhJu+YiIiIiOixqKCNWhP98ccfmDJlChYtWoSIiAh8/fXX6Nu3L65cuQIPD4/74ktLS9G7d294eHjgzz//hI+PD27evAlnZ2eT92lyg7+ixv7dunTpYvKOiYiIiIhqmwULFmD8+PEYM2YMAGDRokXYunUrli9fjvfff/+++OXLlyMrKwuHDx+GTKad0tXf3/+B9mk+t0NERERERAZU54u3lEol8vLy9D5KpeF3fZSWluLUqVPo1auXbplEIkGvXr0qHAu7efNmtG/fHq+++io8PT0RHh6Ozz//HGq16W8iZ4OfiIiIiOghzZkzB05OTnqfOXPmGIzNyMiAWq2Gp6en3nJPT0+kpKQYXCc2NhZ//vkn1Go1tm3bho8++gjz58/Hp59+anIZTe7SQ0RERERE+qZNm4YpU6boLZPL5Y9t+xqNBh4eHliyZAmkUilatWqFpKQkzJ07FzNmzDBpG2zwExEREZF5E6qv04pcLje5ge/u7g6pVIrU1FS95ampqfDy8jK4jre3N2QyGaRSqW5Z48aNkZKSgtLSUlhbW//nftmlh4iIiIioClhbW6NVq1aIjIzULdNoNIiMjET79u0NrtOxY0dcv34dGo1Gt+zq1avw9vY2qbEPsMFPRERERGZOFCTV9nlQU6ZMwdKlS7Fq1SrExMRg0qRJKCws1M3aM3LkSEybNk0XP2nSJGRlZeGNN97A1atXsXXrVnz++ed49dVXTd4nu/QQEREREVWRZ599Funp6fj444+RkpKC5s2bY8eOHbqBvLdu3dKbDt/X1xc7d+7EW2+9haZNm8LHxwdvvPEGpk6davI+2eAnIiIiIvMmCNVdggcyefJkTJ482eB3+/btu29Z+/btcfTo0YfeH7v0EBERERFZMDb4iYiIiIgsGLv0EBEREZFZe5jBs7UJzw4RERERkQVjhp+IiIiIzJuZDdqtaszwExERERFZMDb4iYiIiIgsGLv0EBEREZF546Bdo3h2iIiIiIgsGDP8RERERGTWRA7aNYoZfiIiIiIiC8YGPxERERGRBWOXHiIiIiIybxy0axTPDhERERGRBWOGn4iIiIjMmggO2jWGGX4iIiIiIgvGDD8RERERmTWRffiN4tkhIiIiIrJgbPATEREREVkwdukhIiIiIvPGLj1G8ewQEREREVkwZviJiIiIyKyJAqflNIYZfiIiIiIiC8YGPxERERGRBWOXHiIiIiIya5yH37ga0+Bv2zOsuotg0cIbyaq7CBbvXPil6i6CRWv6Qmh1F8HiKQ/FVHcRLJ5rd2l1F8Ginb7hW91FIKqRakyDn4iIiIjooXDQrlF8/kFEREREZMGY4SciIiIis8Y+/Mbx7BARERERWTA2+ImIiIiILBi79BARERGRWRPBQbvGMMNPRERERGTBmOEnIiIiIrPGQbvG8ewQEREREVkwNviJiIiIiCwYu/QQERERkXnjm3aNYoafiIiIiMiCMcNPRERERGZNZA7bKJ4dIiIiIiILxgw/EREREZk1kX34jWKGn4iIiIjIgrHBT0RERERkwdilh4iIiIjMGt+0axzPDhERERGRBWOGn4iIiIjMmggO2jWGGX4iIiIiIgvGBj8RERERkQVjlx4iIiIiMmsctGsczw4RERERkQVjhp+IiIiIzBrftGscM/xERERERBaMGX4iIiIiMmucltM4ZviJiIiIiCwYG/xERERERBaMXXqIiIiIyKxxWk7jeHaIiIiIiCwYM/xEREREZNY4aNc4ZviJiIiIiCwYG/xERERERBaMXXqIiIiIyKxx0K5xPDtERERERBbskTP8qampUCqVqF+//uMoDxERERHRA+GgXeNMbvDn5+dj0qRJOHDgALp164alS5firbfewo8//ghBENCpUyds2bIFjo6OlVneShMRIkGncCnsbYGULBF/H1MjKUM0GOvhLKBncynqugtwsRew9bgKRy5p9GJ6NJeiR3Op3rL0XBELN5ZV2jHUZMcif8Ph7ctQkJsBz/oh6P/CdNQLbGow9uQ/a3H20CakJV0DANT1D0PPYW/pxStLCrFn3XxcPhOJooIcuNSph4heL6JN9+eq5HhqopZBAiKCBdjbAGk5wK4zGiRnGY51dwQ6h0vg5QI42wnYc0aDE9f0r3dBADqHCQirL8DOBigoAc7Hizh0yfC/C0vm2qk1At8eC6eW4bCp64GTw15B6uZI4+t0aYvQee/DPrQhShKScX3Oj0j8eaNejN+kEQicMhZyrzrIO3cZF9+cjdwT5yvzUGq0I7t/w/5ty1GQmwEv3xAMGvkhfBsYricunNiFfVuWIDP1FtQqFdy9/NCp32i07DRYFyOKIvZs+BYn9q5DcVE+/Bq1wJDRM+Du5V9FR1Sz7N3+O3ZvWoXcnEzU82+E58ZORUDDJgZjTx+NxPYNy5CefAtqtQoe3vXRe+BItOv2pF5ccmIsNvyyEFcvnYJGrYJ3vUC8/O58uNbxropDqnEuHP4NZ/9ZhuL8DLh5h6Dj4OnwqG/4Go45thZXT21CVqr2t66OTxjaPvGWXrwoiji561tcPr4OyuI8ePm3ROenZsCpjn9VHA5ZEJO79HzwwQc4deoU3nnnHdy6dQvPPPMM9u/fjwMHDmDv3r3IyMjAl19+WZllrTTh/hL0ayPF3mg1fthchpQsEaN7W8HOxnC8TApkFYjYdUqN/KKKGz+p2Rp88Uep7rN0W+1s7F84tg07f/8C3Qa/iokzN8DLNxi/zB+HgrxMg/Hxl4+jSbsBGD11FcZN/x2Orl74Zd5Y5GWn6mJ2/v4Frl84iKETvsLkz7eiXe+R2PbrbFw+E1VVh1WjNPYV0LOZgIMXRSzfrUFqjohnu0igkBuOl0mBnAIR+86JKCg2fA23CxHQooGAXWc0WLpDg73nNIgIFtC6Ye3LokjtFMg7dwUXXp9lUrytfz202bwYmfuO4WDrwYj7dhWaLP4U7r076WK8h/dD47nTcO3T73Gw7VPIP3cZEVuXwbqOa2UdRo127ug2bF39JXo+9Somz14P7/rBWP7VeBTkGq4nFPbO6D5oIiZ9vAZvfP4XWnV5CuuXfoir5w7qYvZv/QmHd/2KIWNm4pWZf8BarsDyr8ajrFRZVYdVY5w4tBN/rpyPAc9MxIdz16CeXyN8M/sV5OUazgrY2Tui/7BxmDrnZ3y8YB06dB+MVd/PwMUzh3Ux6SkJmPvhGHj5+OPtWT/h4wXrMGD4BFhZV1DxWLjr0dtwZMsXaNXrVQx7YwNcvYOxddk4FBcYvoZv3ziOoOYDMHDiKgx59XfYOXth609jUZhb/lt3dt9PuHDoF3QeOhNPvbYWVta22LpsHFRlte8a/i+iIKm2jzkwuZSbNm3CDz/8gNdeew2//fYbNm/ejDlz5qBjx47o0qULvvrqK6xfv74yy1ppOoZJcPKqBqeva5CeC2w+okaZCmjV0PDpScoUsfOkGufjNFBpDIYAADQiUFBc/imqpf8+D+9aiVZdhqNF52Hw8AnCkyNnQWZtgzMHDF8vT0+ch7Y9RsC7fmPU8Q7E4DGfQhQ1iL10RBeTcD0azToOQUBIBFzc66F1t2fh6RuMpNhzVXVYNUrbRgLOxoo4Hy8iMw/YcUqESgU0DTDcOE/OBvaeExGTIFZ4DddzE3AtScSNZCC3CLiSCMSlAt61sD2avnM/rs74Gqmb9pgU7zfhORTHJSLmvS9RcDkWN3/4DSnrdyLgjdG6mIA3xyBh2VokrtqAgpgbOP/KDKiLSuA7elglHUXNdmD7KrTpNhytuwyFp08QhoyZCWu5DU7u32AwPrBxW4S17g0PnwZw86yPjn1Hwsu3EeKvngKgzYwe2vEzug96GaGtesK7fjCemfgF8nPScOmUaX+PlmTPll/QqddQdOwxBHV9G+CFidNhLbfB4ci/DMYHh7dBi4ge8K4XiDpevuj55Avw8WuI65fP6GL+Wv0dwlt2wrCRb6F+YAjqePmiWZtucHSqhZUEgPMHVqJxxHCEtBkGF88gdBk6C1YyG1w+Yfi3rueIeQjrMALudRvDxSMQXZ/W/tYlXdf+1omiiPMHf0bLni/DP6wn3LyD0f3ZL1GUl4b4i7XvGqZHY3KDPy0tDUFBQQCAunXrwtbWFo0aNdJ9Hx4ejoSEhMdfwkomlQB13QTcSC5v9YgAbiRr4Fvn0e7a3BwEvPeMDFOGyTC8sxROdo9YWDOkUpUiOf4iAsM66JZJJBIEhrZHwvVok7ZRpiyGWq2CrZ2TbplvUHNcOROFvOxUiKKIuJijyEyNR4Pwjo/7EGo8iQTwcgHiUvUz9fFpInzcHj4bn5gpws9TgKu99s8eToCvOxCb/CilrR2c2zVHRtQRvWXpuw/CpV1zAIAgk8GpZRgyIsuzpRBFZEQdhnO7FlVY0ppBpSrF7fiLCAprr1smkUjQIKw9bplQT4iiiOsXjyA9OR4Bwa0BANnpicjPzUBQePk2bRQO8A1silvXzz72Y6jJVGVluHUjBo2bRuiWSSQShDSNQOzV/06SiKKImHPHkHo7Hg1DWwIANBoNzp86AM+6flj4ySS8M6Y75rz/f4g+VjufsqpVpUhPugifoPLfOkEiQb2G7ZF6M9qkbahKi6FRqyC31f7W5Wcloig/HT4Ny7cpt3WAh29Tk7dJdIfJffjd3NyQnp4OX19fAMDgwYPh7Oys+76goAByufk9xlPIAalEQEGx/vKCYsDdyfA6pkhI12D9QQ0y8gAHW22f/vH9ZPjmrzKUqh6tzOakKD8bGo0a9o5uesvtndyRkRJn0jZ2r5sPB2cPvZuG/i98hM0rP8L8KV0hkVpBEAQMGj0b/sFtHmv5zYHCGpBIhPueIBWWAG4OD7/dIzEi5FbAhH4SaERAIgD/nBdx8Vbt68P/oOSe7lCmZugtU6ZmQObkAImNHDIXJ0isrKBMy7wnJhN2wYFVWdQaoSg/R1tPOOnXEw6Obki/XXE9UVKUjzmvd4NKVQqJRILBoz5Gwybam/78HO35v3eb9k7uyM9Nf8xHULMV/FsPOzjrnwtHJzekJMVXuF5xYT6mTuiDsrIySCQSjBj/AUKbaW+g8nOzoCwpwo6NyzH4+Vcx9MU3cPHMYSya+zamzFqKRmGtK/OQapySwmyIGjVsHfTPsa29O3LSTPutO7Z9PuwcPXQN/KL89H+3cc82HdxRlJ9x3/q1HQftGmdyg79p06Y4ceIEWrbU3t2vXr1a7/sTJ06gcePGJm1LqVRCqdRvnajKBFjJzO+GoSLXksobRanZQGKGCu88LUOTAAlOXTPSD4j0HNi6BBeOb8PoqT9Ddtf1cWzPL0iMPYsRb/wAJzcf3LxyAlt//QQOzh5ocNeNAT28xr4CwvwEbDoqIiNPhKezgF7NtTfH52+y0U/Vz9rGDq99tgGlJUW4cfEotq7+Eq4evghs3La6i2YR5LZ2mD7vDyhLinD5/HGsWzkP7p4+CA5vA1HU/o41a9MNvQa+CADwDQjBjStnsX/nn7Wuwf+ozuxdghvR2zDw5Z8tqi1ENYfJDf7ffvsNEknFXVw8PT3x+eefm7StOXPmYNYs/cFvnQdPR5chH5lanMemSAmoNSLsbfWX29vivqz/oygpBTLyRLg61K47UIWDCyQS6X0DdAtyM2Dv6G503UPbl+Hg1qUY+e5yePkG65aXlZYgcv3XeO61b9GoWTcAgJdvMFJuXcbhHctrXYO/qBTQaMT7BujemVnnYfVoJuDIZW0/f0A7y5SjAmjfWGCD/z8oUzMg99S/vuWe7ijLzYemRInSjGxoVCrIPdzuiXGDMqX2Ze4UDs7aeuKeAbr5eZlwcK64npBIJHD39AMA1PVrjLTbN7BvyxIENm6rW68gNxOOzh66dQpyM+DtZ1pyylLY/1sP5+fon9+83Ew4/cf59fDWTrntGxCC5MQ47NiwHMHhbbTblFrB27eB3jpe9QJwI+aMoc1ZNBs7FwgSKYrz9c9xcUEGbB2M/9ad/WcZovcuxZPjl8PNu/y3TuFQ599tZMLOsfwaLs7PgFvd2nUNm0IUalf76kGZ3En9f//7H+zt7Sv8PjQ0FJ9++qlJ25o2bRpyc3P1Ph0GvGdqUR4rtQa4nSki0Lv8VAgAAr0lSEh/fJl4ayvA1UFAfgUzolgqKytrePuH6Q241Wg0iIs5Ct+g5hWud3DbT/hny4/4v7eXwidAf9o4tVoFtboMwj0j4wWJRJd1qk00GiAlG/D31K/s/DwEJGU+/PUmkwLiPauLona6TjIu52g03Hq001vm3rMDso9GAwDEsjLknr4I9x7l/cshCHDr3h45R2tfY8nKyhp1/cNw49JR3TKNRoMbF4+ivpF64l6iKEJVVgoAcKlTDw5O7rhxsXybJcUFSIg9h/pBzR5b2c2BlUyG+g0aI+b8cd0yjUaDy+eOI7CR4SkjDRFFDVSqUt02/YNCkXpPl6C02zdr5ZScUitr1PEJ0w24BQBRo0HS9aPw9Gte4XrR+37C6cgf0X/sUtTx1f+tc3CtB4VDHSRdK99maUkB0hLOGd0mkSEmN/hXrVqFNm3a4MKFC/d9t3jxYjRt2hRWVqY9MJDL5XB0dNT7VOcjrEMXNWjdSIIWDSSo4wQMai+FtRV0XW+GdZKid8vyOfWlEsDLVYCXqwCpBHBUaP/f9a7+0k+0lsLfU4CzPeBbR8CIHlYQReBcbO1rkHboMxqn/1mH6IMbkX77Bv7+eSZKlcVo0WkoAGDD0qnYvW6+Lv7A1qWI2rgQQ176DM7uPsjPTUd+bjqUJYUAABtbe/gHt8GutXMRd/kYstMTcebgBpw9vAkhLXtXxyFWu+NXRTQPFNDET4CbA/BEKwEyK+BcnLbF/mRbAV2blLfUJRLAw1n7kUq0T7Q8nAGXu+7pr90W0aGxgAbegJMCaOSjnQ3oSlLtumkFtNNyOjYLgWOzEACAIqAeHJuFwMZX27AJ/nQKmq0on5b45pLfoQjwRcicd2EXHAi/l0fAe3g/xC1cqYuJ+3oFfMc+A58Xh8A+JBDh38+ElZ0tElYZnpXG0nXuNwon9q3DqQN/IS3pBjatnIVSZTFadXkKALB20VTs+GOBLn7f5iW4dv4QstISkJZ0Awe2rcCZQ5vRouNAAIAgCOj4xEhEbVqES6ejkJJwFesWvQ8HZw+EtupVLcdYnXoNfBEH92zAkb2bkZwYi9VLPkOpshgdemjfW7Dim+nY+Os3uvjtG5bh0tkjSE9JRHJiLHZv/hlH/9mKiC4DdDF9Bo/GycM7cWD3eqQl38Lebb/j3Mn96PbEs1V+fDVBk86jcfn4Olw5uRHZqTdwYONMlJUWI7i19rcu6vepOLa9/Lcueu9SnNi5EF2HfwYHVx8U5aejKD8dZUrtb50gCGjSaSRORy1C/MUoZCZfwd4/pkLh6AH/sNp3DdOjMblLz4ULFzB58mS0bt0aM2bMwNSpU5GYmIiXXnoJJ06cwNy5czFhwoTKLGuluRCvgZ0N0LOFFPa2UiRniVi1W4XCf7tDONsLEFHeyHFQAJMHyXR/7hwuRedwKeJSNFi2Qzsi19EOeKarFRRy7eDJm2kaLN6qqpVTc4ZH9Edhfhai/voWBbnp8KrfGC9OWQp7J+1jztzM2xDuShuf3LsGalUZ/vj+Db3tdBv8KroPeQ0A8PSkBdjz5wKsX/wuigtz4exWFz2HvVlrX7wVk6Dt0tM5XICdjYC0HGDtfo3uenNUCBDvStc72ABj+5TfxLYLEdAuBLiZJmL1Pu1N6e4zIrqEA31baufzLygBzsSKOFgLX7zl1Coc7SN/0f05dN4HAICEnzfg3NhpkHvXga1veVazOD4RJwZNROj8afB/bSRKElNwfuJ0ZOwunyM+ed12WNdxRaMZr2tfvHU2BsefHIfSNMNzdlu6pu36oyA/G3vWf4P83Ax412+MMe8ugcO/9UROZrLeU71SZRE2rfoEuVmpkFnboI53AJ59+Us0bddfF9NlwDiUKouxcfkMlBTlwa9RS4x5dwlktXCe+DYd+6IgNxubf/8ReTkZqBcQjNen/wDHfwfyZmUk69XDypJirFnyObKz0iCzlsPLxx8vvfEZ2nTsq4tpEdEDL0yYjh0bluGP5V/Bs64fJr47D0GNa99MUwAQ1Lw/SgqzcHLXtyjKT4d73cboP3YpFP926SnI0f+tu3h0DTTqMuz+Rf+3rlWvV9G6j/a3rlm3cSgrLcb+9R+jtCQPXv6t0H/sUvbzN0AU+fjZGEEU731ob9ymTZswceJEeHl5IS4uDm3btsVPP/0EPz+/RyrI9JWlj7Q+GRfeSPbfQfRI4hJr39ObqtT0hdDqLoLFUx6Kqe4iWDxXRS3M+lSh0zcqeGMmPTZTBtfMhvX1G6bNhlQZghoEVNu+TfXAE823a9cOTZo0wblz56DRaDB9+vRHbuwTERERET0sEZJq+5iDByrlmjVrEBoaCo1Gg5iYGEyaNAl9+vTBW2+9hZKSR5gOhIiIiIiIKoXJDf5hw4Zh/PjxmDlzJiIjIxEcHIyvvvoKe/fuxbZt29CsWTMcOXLkvzdERERERPQYiRCq7WMOTB60m5KSgjNnzqBhw4Z6yzt06IDo6Gi8//776Nq1K0pL2RefiIiIiKimMLnBf+DAgQpfvGVra4uFCxdi2LBhj61gRERERET06Exu8Bt7y+4dXbp0eaTCEBERERE9KHPpWlNdzGNoMRERERERPRSTM/xERERERDURM/zGMcNPRERERGTB2OAnIiIiIrJg7NJDRERERGaNXXqMY4afiIiIiMiCMcNPRERERGZNFJnhN4YZfiIiIiIiC8YGPxERERGRBWOXHiIiIiIyaxy0axwz/EREREREFowZfiIiIiIya8zwG8cMPxERERGRBWOGn4iIiIjMGjP8xjHDT0RERERkwdjgJyIiIiKyYOzSQ0RERERmjW/aNY4ZfiIiIiIiC8YMPxERERGZNQ0H7RrFDD8RERERkQVjg5+IiIiIyIKxSw8RERERmTXOw28cM/xERERERBaMGX4iIiIiMmucltM4ZviJiIiIiCwYG/xEREREZNZECNX2eRjff/89/P39YWNjg4iICBw/ftyk9X7//XcIgoAhQ4Y80P7Y4CciIiIiqiJ//PEHpkyZghkzZuD06dNo1qwZ+vbti7S0NKPrxcfH45133kHnzp0feJ9s8BMRERERVZEFCxZg/PjxGDNmDEJDQ7Fo0SIoFAosX768wnXUajVeeOEFzJo1C4GBgQ+8Tzb4iYiIiMisiaJQbR+lUom8vDy9j1KpNFjO0tJSnDp1Cr169dItk0gk6NWrF44cOVLh8X3yySfw8PDA2LFjH+r8sMFPRERERPSQ5syZAycnJ73PnDlzDMZmZGRArVbD09NTb7mnpydSUlIMrnPw4EEsW7YMS5cufegyclpOIiIiIjJr1fnirWnTpmHKlCl6y+Ry+WPZdn5+Pl588UUsXboU7u7uD70dNviJiIiIiB6SXC43uYHv7u4OqVSK1NRUveWpqanw8vK6L/7GjRuIj4/HwIEDdcs0Gg0AwMrKCleuXEGDBg3+c7/s0kNEREREVAWsra3RqlUrREZG6pZpNBpERkaiffv298WHhITg/PnziI6O1n0GDRqE7t27Izo6Gr6+vibtt8Zk+BPjs6u7CBYtI9W6uotg8WwUsuougkVTHoqp7iJYPHnHxtVdBIuXfoDXcWWS1ZhWDVU1c3rT7pQpUzBq1Ci0bt0abdu2xddff43CwkKMGTMGADBy5Ej4+Phgzpw5sLGxQXh4uN76zs7OAHDfcmP4T4OIiIiIqIo8++yzSE9Px8cff4yUlBQ0b94cO3bs0A3kvXXrFiSSx9sJRxBFUXysW3xIo2em/ncQPTQbW2b4Kxsz/JWrS4Siuotg8Zjhr3xFzPBXqpRM88nymqvXBtTMc3z0cm617btdiFO17dtU7MNPRERERGTB2KWHiIiIiMyaOfXhrw7M8BMRERERWTA2+ImIiIiILBi79BARERGRWavON+2aA2b4iYiIiIgsGDP8RERERGTWOGjXOGb4iYiIiIgsGBv8REREREQWjF16iIiIiMiscdCucczwExERERFZMGb4iYiIiMisacTqLkHNxgw/EREREZEFY4afiIiIiMwa+/Abxww/EREREZEFY4OfiIiIiMiCsUsPEREREZk1vmnXOGb4iYiIiIgsGDP8RERERGTWRE7LaRQz/EREREREFowNfiIiIiIiC8YuPURERERk1jSch98oZviJiIiIiCwYM/xEREREZNY4LadxzPATEREREVkwZviJiIiIyKxxWk7jmOEnIiIiIrJgbPATEREREVkwdukhIiIiIrMmclpOo5jhJyIiIiKyYMzwExEREZFZ03DQrlHM8BMRERERWTA2+ImIiIiILBi79BARERGRWeObdo175Az/rFmzkJGR8TjKQkREREREj5nJGf68vLz7lomiiM8++wz9+vWDtbU1AMDR0fHxla4K9Wxji34d7eBkL8GtFBV+3Z6HuCRVhfFtQuUY2sMe7s5SpGSqsG5PAc5dK9WL8XaX4pneDgj2k0EqEZCUrsJ3a3OQlaup7MOpcbq2kKNPhByOdhIkpqnxx54ixCerK4xvGSzDoM62cHOSIC1bg437inAhtvzvw0EhYGg3WzT2l0FhI+Baggp/7ClCWnbtO7d3dGoiQ4+WMjgoBNzO0GD9fiVupRo+H16uEvSLsIavhwSujhJs3K/EP2fL9GIC60rQo6U1fOtI4GQvwbKtxTgfW/HfmaU7svs37N+2HAW5GfDyDcGgkR/Ct0FTg7EXTuzCvi1LkJl6C2qVCu5efujUbzRadhqsixFFEXs2fIsTe9ehuCgffo1aYMjoGXD38q+iI6o5XDu1RuDbY+HUMhw2dT1wctgrSN0caXydLm0ROu992Ic2RElCMq7P+RGJP2/Ui/GbNAKBU8ZC7lUHeecu4+Kbs5F74nxlHkqNdnTPbzi4vfwafvL/PkS9Cq7hE/vWIvrQZqQmXgMA1PUPRZ+n39KLL8jNwM6183H9wiGUFOXDP7g1Bvzfh7XyGr7j3MHfcGbvMhTlZ8C9bgi6PDUdnn6Gz/HFI2tx+eQmZKVoz3GdemFo3/8tXbxaXYZj2xYiPuYf5GUlwtrGHr6NOqD9gCmwd/KssmMyF3zTrnEmZ/hdXFzu+7i6ukKlUqF9+/ZwdnaGi4tLZZa10rQNk+O5vg74a18BZizOREJqGd75Pxc42Bl+PBTkK8PLTzth/+lifLwoE2cuK/H6c87w8ZDqYuq4SPHhS65IzlDhi5XZmP5jJjbvL0SZqvZdka1CZHi6hy3+PlSCz1fmITFNjdeesYeDwvD5DfSRYuwgOxw6p8RnK/MQfa0ULw+1R1338st10lB7uDtL8OOGAny2Mg+ZeRq88aw9rGVVdVQ1S4uGVhjS2Ro7jpdi3u9FSMrQ4OVBtrC3NXyOZVZAZp4GWw6XIrfQ8E2BXKa9cfjzH2VlFt0snDu6DVtXf4meT72KybPXw7t+MJZ/NR4FuZkG4xX2zug+aCImfbwGb3z+F1p1eQrrl36Iq+cO6mL2b/0Jh3f9iiFjZuKVmX/AWq7A8q/Go6y09p1vqZ0Ceeeu4MLrs0yKt/WvhzabFyNz3zEcbD0Ycd+uQpPFn8K9dyddjPfwfmg8dxquffo9DrZ9CvnnLiNi6zJY13GtrMOo0c4f24bta75E98Gv4pVZ6+HlG4yV88ajIM/wNRx3+QSatuuPse+vxMSP1sDJ1Rsr541DXlYqAO0N628LJyMrLQEvvPE9XvlkA5zc6mLFVy+hVFlUlYdWY1w7sw0HN32BNn1fxbNTNsCtbjA2LxmHonzD5zjpxnE0ajkAQ15Zhadf/x32zl7YtHgsCnK051hVWoL0pEto0+cVPDtlPfqP/hY5aXHYuuyVqjwsshAmN/i9vb3Rr18/7NmzB1FRUYiKikJkZCQkEgmWLVuGvXv3IioqqjLLWmn6trfDP6eLcTC6BLfT1Vj1dz5Ky0R0aWFrML53hALnr5di++EiJGeosWFvIW4ml6FXW4Uu5ume9jh3TYm1uwtwK0WF9Gw1oq8okV9Y+xr8vdrY4NBZJY6cL0VypgardxahrAzo0MTaYHyPVja4GFuG3ceVSMnUYMuBEtxKVaNbSxsAgIeLBIE+Vli9qwg3U9RIzdJgzc4iyKwEtGlseJuWrltzGY5cLMPxGBVSs0Ws26tEqUpERKjhh3gJaRpsPlSKM9dUUFeQtI+5qca2o6W1Oqt/x4Htq9Cm23C07jIUnj5BGDJmJqzlNji5f4PB+MDGbRHWujc8fBrAzbM+OvYdCS/fRoi/egqAtrF0aMfP6D7oZYS26gnv+sF4ZuIXyM9Jw6VTe6ry0GqE9J37cXXG10jdZNqx+014DsVxiYh570sUXI7FzR9+Q8r6nQh4Y7QuJuDNMUhYthaJqzagIOYGzr8yA+qiEviOHlZJR1GzHdqxCq27DkerLkPh4ROEQaNnQmZtg1MVXMPPvDwXET1HwNuvMerUDcRTY2dD1Ghw49IRAEBmajwSbpzFoFEzUC+wCep4B2DQqBlQlSpx7sjWqjy0GiP6n5UIazccoW2HwdUrCN2fngUrmQ1ijq83GN/n/+ahSccRqOPTGC6egejx7KcQRQ0Sr2nPsdzWAYNfXo6GzfvBxSMQXv7N0WXoR0hPvIj87NtVeWhmQQOh2j7mwOQG/7lz5yCTyTB79mwEBQWha9eu6NatGwRBQNu2bdG1a1d07dq1MstaKaRSwL+uFS7FlnfHEUXgYmwpGtQznC4O8pXpxQPA+evl8YIANG1ojZRMNd7+P2d8824dfDTOFS1D5JV3IDWUVALU95Ii5mZ5dxwRQEx8GQJ9DDdGA32scPmmfneqS3FlCPTRPkGx+vdBStldISIAlRoIqlf7xqFLJUA9DwmuJpQ3zEUAVxPU8PeSVrwimUSlKsXt+IsICmuvWyaRSNAgrD1uXY/+z/VFUcT1i0eQnhyPgODWAIDs9ETk52YgKLx8mzYKB/gGNsWt62cf+zFYGud2zZERdURvWfrug3Bp1xwAIMhkcGoZhozIw+UBooiMqMNwbteiCktaM9y5hhsYuIYTTLiGAaBMWQK1WgVbeyftNsu0XQCtZOW/axKJBFKZNW5eO/34Cm8m1KpSpCVehG+jDrplgkSCeo3aIyU+2qRtqEqLoVGrIFc4VRhTWpIPCALktubZfZqqj8kNfldXV2zcuBHDhw9H27ZtsWbNmsosV5VxUEgglQjILdDv1pBXqIGTveHGkpO9pIJ47el0tJPAVi7BgE52OH+9FPN+ycbpyyWY/KwTgv1qV58Te4UAqURA3j3dRvKLRDjaGb78HO0MxBeWx6dkaZCZq8ZTXW2hkAuQSoA+EXK4OkrgaF/7Zpq1s9We4/wi/adH+UUiHCvoNkWmK8rPgUajhr2Tm95yB0c35OdUPGFBSVE+ZoxrheljmmLV/JcxaOSHaNikIwDo1rt3m/ZO7sjPTX/MR2B55J7uUKbqn3tlagZkTg6Q2Mhh7e4CiZUVlGmZ98RkQu7lXpVFrREquobtndxQkGvapBs7186Dg7MHGoRqG7R1vAPg5OaN3ev+h+LCXKhUpdi/dSnyslKQn1P7ruHiwmyIGjVsHfTPscLBHUX5pp3jw3/Ph52Th95Nw91UZUoc/nseGrUYAGsb+0cuM9UuD5wOnTRpErp27YoRI0Zgy5YtD7VTpVIJpVK/n6papYTUyjIy4MK/bazTV0qw66i2L+OtFBWCfK3RvbUCV27mVmPpzJ9GAyzeWIgX+ymw4E1nqDUiLsercOFGGczkyRrVAtY2dnjtsw0oLSnCjYtHsXX1l3D18EVg47bVXTSiB/LP30tx/th2jH1/FWTW2t9pqZUMI177FhuXT8dnr7SDRCJFg7D2aNS0MwdPPoRTkUtw7cw2PPXqz3pPTe5Qq8uw4+c3ARHo9vTMKi+fOeB1Z9xD9X8IDQ3F8ePH8f777yM8PBy2tob7uldkzpw5mDVLf3BWs65vo3m3dx+mOI8kv0gDtUbUZefvcLSTILfAcN/l3AJNBfEa3TZVahG30/XXv52uQqP6tSvDX1AkQq25k50vPx8Oivuz+HfkFd6f/Xe4J+t/K1WNz1bmw8YasJIKKCgWMfVFB9xMqXhmJUtVWKw9x/cOgnZQCMgrYg34qBQOzpBIpPcN0M3Py4SDc8XZYolEAndPPwBAXb/GSLt9A/u2LEFg47a69QpyM+Ho7KFbpyA3A95+jSvhKCyLMjUDck/9cy/3dEdZbj40JUqUZmRDo1JB7uF2T4wblCm1bxrpiq7hgtxM2DsZf+JxcNtyHNi6FGPeWw6v+sF63/kEhGHy7I0oKcqHWlUGO0dXLJr1LHwCwh77MdR0tnYuECRSFN8zQLcoPwMKB+Pn+PTeZTgVuRSDJy2He93g+75Xq8uwc9VbyM+6jSGvrGR2nx6Kyf0fPvroI6hU5Y0pa2trLFiwAGfOnEFAQABu3bqF3r17m7StadOmITc3V+/TpNPrD176x0CtBuJvqxAaUD7YUxCA0EBr3EgsM7jO9YQyvXgACGtQHq9WA3G3y+Dtpt8lyMtNiozc2jUAUq0BbqWoEeJXfm8pAAjxlyG2gmlPY5NUevEA0Nhfhtik+89dSSlQUCzCw0UCPy8pzl4z/HdmydQaIDFNg4b1yq83AUAjXyniU2rX9VYZrKysUdc/DDcuHdUt02g0uHHxKOoHNTd5O6IoQlWmHfvjUqceHJzcceNi+TZLiguQEHsO9YOaPbayW6qco9Fw69FOb5l7zw7IPhoNABDLypB7+iLce5T3WYcgwK17e+QcPVOFJa0Z7lzDsfdcw7GXjsLXyDV8YOtP2Lv5R4x6ewl8AsIrjLNROMDO0RUZKfFIiruAkBY9H2fxzYLUyhoe9cKQcK18bImo0SDx2lF4+TevcL3TUT/h5O4fMWjCUnj6Nrnv+zuN/ZyMmxgyaQVs7cxzNsSqIIpCtX3MgckN/lWrVqFNmza4cOHCfd8tXrwY4eHhsLIy7YGBXC6Ho6Oj3qc6u/PsPFKIrq1s0bGZDbzdpRg5wAFymYADZ0oAAOOfcsTTPcvvqHcfK0J4kDWeaK+At7sUQ7rZIaCuDHuOl09Ftv1QEdqG26BrS1t4uErRs60tmgfLEXWiuMqPr7rtOVGCTs3kaBduDS83CZ7vq4C1DDh8Xtv4GT1AgSFdbHTxUadKEBYgQ682cni6SvBkRxv4eUmx73SJLqZlsAyNfK3g7iRBsyAZ3njWHtHXyhATX/sy/ACwL7oM7cNkaBNiBU8XAcO7y2FtJeDYJe35eKG3HE+2L79JlUoAH3cJfNwlkEoAJ3sBPu4SuDuVV1zWsvIYAHB11P6/s715VG6PU+d+o3Bi3zqcOvAX0pJuYNPKWShVFqNVl6cAAGsXTcWOPxbo4vdtXoJr5w8hKy0BaUk3cGDbCpw5tBktOg4EAAiCgI5PjETUpkW4dDoKKQlXsW7R+3Bw9kBoq17VcozVSWqngGOzEDg2CwEAKALqwbFZCGx8vQEAwZ9OQbMVX+riby75HYoAX4TMeRd2wYHwe3kEvIf3Q9zClbqYuK9XwHfsM/B5cQjsQwIR/v1MWNnZImGV4VlpLF3HJ0bh5D/rcPrgX0i7fQObV/17DXfWXsN/Lp6KXWvLr+H9W5diz4ZvMHTsZ3B290F+Tjryc9KhLCnUxVw4vgOxMceRlZaAmNORWDl3LBq36qkbq1LbNO86GpeOrkPMiY3ISr2BfX/OhKq0GI3bDgUA7F49FYf/nq+LPxW5FEe3L0SPZz+Dg6sPCvPSUZiXjlKl9hyr1WXYsfINpCVeQJ8X5kKjUeti1KpSg2UgqojJXXouXLiAyZMno3Xr1pgxYwamTp2KxMREvPTSSzhx4gTmzZuHCRMmVGZZK83xi0o42OXjqe72uhdvzf81W9eFxM1Jqtc37HpCGRavz8XQHvYY1tMeqVlqfPN7DpLSyrOppy8rservPAzoZIcX+jkgJVOF7/7IxbVbtS8DfepyGRwUxRjYyUb34q1v1xboBpm6Okr0zm9skhrLthRiUGdbDO5ii7RsDRZtKMDtjPIuPU72EjzdwwaOdtoB10cvlmLboZJ7d11rnLmmgp2tgH4R1nC0E5CUrsHizcUoKNaeWBd7CUTxrvNnJ+Dd58unke3R0ho9WlrjeqIa323U3pTW95Bi8tDy7npPddbelB+PKcPqPbVrrvim7fqjID8be9Z/g/zcDHjXb4wx7y6Bw7/dIXIykyEI5fmTUmURNq36BLlZqZBZ26COdwCefflLNG3XXxfTZcA4lCqLsXH5DJQU5cGvUUuMeXeJro90beLUKhztI3/R/Tl03gcAgISfN+Dc2GmQe9eB7b+NfwAojk/EiUETETp/GvxfG4mSxBScnzgdGbvL33OQvG47rOu4otGM17Uv3jobg+NPjkNpmuE50S1dk4j+KMzLRuSGb7Rdx+o3xqh3lui69ORkJUOQlF/Dx6N+h1pVhjXfvaG3ne5DXkXPpyYDAPJz0rFtzZcozM2EvbM7WnQcjG6DJ1XdQdUwDVv0R3FBFo7v+BaFeemo49MYAycs1XXpyc++DUEoT5hcOLwGGnUZdqzSP8dt+ryKiCdeQ2FuKuIuaqc7/33+EL2YIa+sQr2giMo9ILIogig+2DCHTZs2YeLEifDy8kJcXBzatm2Ln376CX5+fo9UkNEzUx9pfTLOxrZ2zk9flWwUtWt8RlXrEqH47yB6JPKOHD9Q2YoOxFR3ESxaSmbtewJZ1V4bUDPP8V8nqq8L65A2NX8K7Aeew7Bdu3Zo0qQJzp07B41G8//t3XlcVGXbB/AfwzLsm2yyCCiIoIi7ouUebpkL+ZTZ4m4uWeJraqmU9YS5FVpm7kum6ZNpuaaopbkruIWKigsq+77DzP3+QWKjwzioMMzh9/185vM+nLnPmevc7+l4zTX3fR/MmDHjmZN9IiIiIiKqGpVK+Ddu3IiAgAAolUrExsZi7NixCAkJwaRJk1BYWHuHUxARERGR7gihu5c+0DrhDw0NxahRo/DJJ58gKioKfn5+mDt3Lg4ePIhdu3YhKCgIx44de/KBiIiIiIio2mg9aTcxMRHR0dHw9fVV2d6+fXvExMRg2rRp6NSpE4qLOXOciIiIiKim0DrhP3z4MGQy9T8ImJmZITIyEqGhoc8tMCIiIiIibQjUzMnENYXWQ3oqSvb/rWPHjs8UDBERERERPV9aV/iJiIiIiGoipZ5MntWVSi/LSURERERE+oMVfiIiIiLSa/qyPKausMJPRERERCRhTPiJiIiIiCSMQ3qIiIiISK9xSI9mrPATEREREUkYK/xEREREpNeUgg/e0oQVfiIiIiIiCWPCT0REREQkYRzSQ0RERER6jZN2NWOFn4iIiIhIwljhJyIiIiK9xgq/ZqzwExERERFJGCv8RERERKTXlKzwa8QKPxERERGRhDHhJyIiIiKSMA7pISIiIiK9JvikXY1Y4SciIiIikjBW+ImIiIhIr3FZTs1Y4SciIiIikjAm/EREREREEsYhPURERESk17gOv2as8BMRERERSRgr/ERERESk1zhpVzNW+ImIiIiIJIwVfiIiIiLSa6zwa8YKPxERERGRhDHhJyIiIiKSMA7pISIiIiK9xmU5NWOFn4iIiIhIwljhJyIiIiK9xkm7mrHCT0REREQkYTWmwt+6rbOuQ5C0zr73dR2C5H2+LEfXIUiafRdDXYcgeSmHY3UdguSZv+iv6xAkzfvEJV2HUAvUmNSRKoH/XyMiIiIivaZU6jqCmo1DeoiIiIiIJIwVfiIiIiLSa5y0qxkr/EREREREEsYKPxERERHpNVb4NWOFn4iIiIhIwpjwExERERFJGIf0EBEREZFeU3JIj0as8BMRERERSRgr/ERERESk14ROZ+0a6PCztcMKPxERERGRhDHhJyIiIiKSMA7pISIiIiK9xnX4NWOFn4iIiIhIwljhJyIiIiK9plTqOoKajRV+IiIiIiIJY4WfiIiIiPQax/Brxgo/EREREZGEMeEnIiIiIpIwJvxEREREpNeUQnevp/Htt9/Cy8sLpqamaNu2LU6ePFlh2+XLl+PFF1+EnZ0d7Ozs0L17d43t1WHCT0RERERUTX766SeEhYUhPDwcZ8+eRVBQEHr06IHk5GS17Q8dOoTBgwfj4MGDOHbsGDw8PBASEoK7d+9q/ZlM+ImIiIhIrwmhu1dlLVy4EKNGjcKwYcMQEBCApUuXwtzcHKtWrVLbfsOGDRg3bhyaNWuGRo0aYcWKFVAqlYiKitL6M5nwExERERE9paKiImRnZ6u8ioqK1LYtLi7GmTNn0L179/JtMpkM3bt3x7Fjx7T6vPz8fJSUlMDe3l7rGJnwExERERE9pYiICNjY2Ki8IiIi1LZNTU2FQqGAs7OzynZnZ2ckJiZq9XlTp06Fq6urypeGJ+E6/ERERESk18TTzp59DqZPn46wsDCVbXK5vEo+a86cOdi0aRMOHToEU1NTrfdjwk9ERERE9JTkcrnWCb6DgwMMDQ2RlJSksj0pKQkuLi4a950/fz7mzJmD/fv3o2nTppWKkUN6iIiIiEiv6cuynCYmJmjZsqXKhNsHE3CDg4Mr3G/u3Ln47LPPsGfPHrRq1arS/cMKPxERERFRNQkLC8M777yDVq1aoU2bNvj666+Rl5eHYcOGAQDefvttuLm5lc8D+PLLLzFr1iz8+OOP8PLyKh/rb2lpCUtLS60+kwk/EREREem1p1keU1dee+01pKSkYNasWUhMTESzZs2wZ8+e8om8t2/fhkz2cBDOd999h+LiYrz66qsqxwkPD8cnn3yi1Wcy4SciIiIiqkYTJkzAhAkT1L536NAhlb9v3rz5zJ/HMfxERERERBLGCj8RERER6TWlDpfl1Aes8BMRERERSRgr/ERERESk1/Rp0q4usMJPRERERCRhTPiJiIiIiCTsmYf0lJSUwNjY+HnEQkRERERUaRzSo5nWCf/mzZvRv39/mJiYAAC++eYbzJs3DwkJCbCzs8PEiRMxa9asKgu0qp07vAFnD6xEfk4KHFwboVPoTLh4NlXb9uKxzbh8ahvS7scBAJw8GiO4T1h5e4WiBMd3fo2bsX8iK+0O5KaW8GjYHu37ToaljXO1nVNNsnvHL9j28yZkZqTDy9sHI9+dCF8//yfud+SPKCyc+xnatOuAaTP/W75904bV+OvPA0hNSYGRkREa+DTEG2+PRMNGAVV5GjXaS8GW6NvJGjZWhrh9vxhrtmfg+p3iCtu3DTTDoB62cLQzQmJqCTbuzkTM5UK1bUcMtEP3dlZY92sGdh/JqapTqNEO7t6EfdvXIiszDe5eDfH6iKnw9g1U2/bs8Sjs3roSKfdvQ6EohVPdenip79to1/lllXb3E25g6/pIXP37DJSKUtR1r493pyyAvWPd6jilGuf4/g04snsVcrNS4eLRCC+/+THcG6i/D586tBkxf/2KpISy+7CrVwBCXp2k0j43KxV7Ny/AtYt/oTA/B15+rdDnzY/h4OJVHadTo9i/0Ar1J4+ATYsmMHV1wunQcUj6NUrzPh3bIGD+NFgG+KLwzn1ci/gOCet+UWnjOfYN1A8bAbmLI7LPX8alDz5D1qkLVXkqNdqR33/Eod9WIycrFa71/DBg6Eeo56P+Gj5/ch+iti1HatJtKBWlcHCph059hqLVi68AABSlJdi9eRFiYw4jPTkBpmaW8A0MRp/XJ8HG3qk6T4skQOshPYMHD0ZmZiYAYPXq1ZgyZQqGDh2K3377DZMmTcLcuXOxYsWKqoqzSl09uwuHt0Wgbc/xeP3/foGDWyNsXzoC+TlpatvfvXYCDVv0wcDx6zDog02wtK2Lbd8NR25mEgCgtLgQyQl/o3XIWAyevBW9h3+DjOR47FgxtjpPq8Y48ucBrF6+BP95YyjmL1oOL+8GmD1zCjIzMzTul5x0H2tWfoeAxo/fLF3dPDDy3ffx1ber8N95i+Ho7ILZM6cgKyuzis6iZmsXZI63+trh5/1Z+CjyPm7dL8G0EU6wtlD/n7ivpwnee8MBh07lYnrkfZy+VIDJbzvC3fnxX+taNTaDTz050rNKq/o0aqxTf+3F/9YsQJ//jMHH8zbC3bMhFn02DtlZ6WrbW1hao3foSEyNWIdZC7egfZd+WPttOC5FHy1vk5J4B/M+HgYXNy9M/nQFZi3cgj6DRsPIRF5dp1WjXDixC7s3foku/cZj3Kc/w8XDD2vmj0Jutvr7cPzlU2jarjdGTFuDMTM3wsa+LtbMH4ns9LL7sBACGyInID35Doa8/y3Gzd4KmzquWD13OIqL8qvz1GoEQwtzZJ+/gosTP9WqvZmXO1r/+j3SDp3AkVb9EL94LQK//xwOL71Q3qbuoF7wnzcdcZ9/iyNtBiDn/GW03bkSJo72VXUaNVr0sd34df1chISOw6QvtsDV0w/L5oxBTpb6a9jc0gbdB4zGxNkbMPnLrWjdaQB+WjoDl88dAQAUFxciIT4WLw14F5O+2IKhYZFIuRePVfPVP6yptlMKobOXPtA64Rf/OqGlS5di9uzZ+PTTT9G7d298/PHHmDdvHpYsWVIlQVa16EOr0ST4PwhoG4o6Lj7oOuhTGJmY4u8TP6tt3+OtBWj6whA4uvvD3rkBur3+OYRQ4s7VYwAAuZkVBoxbjYbNe8POuT7qejVD51dnIvnOJeRk3KvOU6sRfvtlC17q2QfdXuoFj3peGDMhDHJTUxz4fVeF+ygUCnw17794fcgwOLs8Xu3s2Lk7gpq3gktdV9Tz9MawUeORn5+HW/HXq/JUaqw+L1rhwIlc/HE6D3eTS7FyazqKS5To3NpSbfteL1jh3NVC7PgjB/eSS7Hl9yzE3y1Gjw6q7e2sDTG0nx2+3ZgGhaI6zqRm2v/berzQfSA6dO0PV48GGDJmBkzkpjgatU1te78mrdG8bVfUda8PRxcPdHt5CNw8fXHtcnR5m20/foMmLV5A6NuTUK9+Izi6eCCodWdY29TOZOmvPWvRqtMgtOw4EE5uPnhl6CcwNjHFmT+3qm3/n3fnoW23N1DX0x+OrvUxYMRnEEolrv9ddh9OS7qJO9fP4ZV3wuFePxCOdb3xyjvhKC0uwvljO6vz1GqElL1/4mr410javl+r9p6jX0dBfAJiP/wSuZdv4NaSDUj8eS+83x9a3sb7g2G4s3IzEtZuRW7sdVwYFw5FfiE8hoZW0VnUbH/uXIt2XV9Fm84D4OLug9AR4TA2McXJQ+qvYZ+ANghs3R3Obg3g4FwPHXu9hbr1GiL+ylkAgJm5Fd79eAWaBfeEk6s3PH2DMGDYx0iIv4SM1NqXS9CzqdSkXQMDAwDAjRs3EBISovJeSEgIrl279vwiqyaK0mIkJ1yCR8P25dsMZDJ4NGyP+zejNez5UGlxAZTKUpha2FTYpqggFzAwgImZ9TPHrE9KSkpw/doVNG3WsnybTCZD02YtceXy3xXut2XjOtjY2qJ7jz5afcbvu3+DuYUFvLwbPJe49YmhIeDtZoKL1x4OxxECuBhXCF9PE7X7+NaT42Kc6vCd81cL4VvvYXXZwAAY/3od7PgjBwlJJVUTvB4oLSnB7eux8G/atnybTCZDo6ZtcePq+SfuL4RA7PkTSLp3E74BLQAASqUSF84chrOrJyJnj8X/DeuCiGlvIubEgSo7j5qstLQY925eQoPGweXbZDIZGjQOxp1rMVodo6SoEApFKcwsy+7DpSVl16yR8cNrWiaTwdDYBLfizj6/4CXKtl0zpB44prItZd8R2LVrBgAwMDaGTYvGSI16+KsVhEDqgaOwbde8GiOtGUpLi5EQ/zd8m6heww2btMOtuHNP3F8IgasXjyPl/k3Ub9SqwnaF+bkwMDCAmXntyiXo2VVq0u6ePXtgY2MDU1NT5Oer/iRaWFhY/oVAnxTkZUAoFTC3qqOy3dyqDjKSbmh1jL9+mw8LayeVLw3/VlpShL9+mw+/Fn0gN1VfcZWqnOwsKJVK2NqqVi1tbe1w985ttfvEXjqP/b/vxMLFmoeInT55FAu/nI2ioiLY2ddB+OcLYG1j+7xC1xvWFoYwNDRAVo5qCT4rVwlXJ/UT6m2tDJGV+2h7BWytDMv/fqWzNRRKgT1/1c4x+w/k5mRAqVTAylb1HmFtUweJd29WuF9BXg6mjg5BSUkJZDIZ3hj1EQKCypKBnKx0FBXmY88vq9Bv8HgMfOt9XIo+iqXzJiPs0+Vo2Ljif/ClKD8nE0qlApY2qn1saVMHqffjtTrG3s3zYWXrhAYBZfdhx7resKlTF/u2fIV+wz6BsdwMR/euRXZ6InIyU577OUiN3NkBRUmpKtuKklJhbGMFmakcxnY2kBkZoSg57ZE2abDwq1+dodYIedll17CVmms4+V7F13BBfg5mj+uC0tKy+8TAYTPh11R9LlFSXISdGxeiWfveMDWvXbmENoRS1xHUbJVK+N95553y/33gwAEEBz/8Jnv8+HE0aKBddbWoqAhFRUUq20pK5DA21r+xq6f3L8PV6F0InbBOpZL0gEJRgt1r3gcg0HmQdmMna7OC/HxELvgC4yZOeWLy3qRpcyxYvALZ2VnYv2cnFsz5BHMWfgdbW7vqCVbCvN2M0fMFK3wUmajrUPSW3MwCM+b/hKLCfFy+cBJb1syHg7Mb/Jq0hvjnX6ag1p3Rve9bAAAP70a4fuUc/tz7v1qX8D+rP3Ysx4UTuzFi2loY/zMHwtDIGG+8txi/rJqB/45rB5nMEA0aB6Nh0xe5mgfVGHJTC0ye8zOKCvMRd/EEfv1hLuo4u8MnoI1KO0VpCdZFhkEIgVeH6+8CKaQ7Wif8SqXmr07Ozs6IiIjQ6lgRERH49FPV5LfXG+Ho8+Yn2obz3JhZ2MFAZvjYBN38nDSYWzto3PfsgZU4vX8ZBoxbDQfXRo+9X5bsf4CcjHsYMH5travuA4CVtQ1kMhkyM1UnN2ZmZsDW7vGxyon37yI5KRFffDq9fNuD+SOv9u2Kb5ath0tdNwCAqakZ6rq6o66rO/waNcb4UUMQ9fsuhP5nSBWeUc2TnaeAQiFg86/qPADYWMqQmaN+4H1mjgI2lo+2Nyxv38jbFNYWMiye7lr+vqGhAd582Ra9XrDCxDm1Z/yopZUdZDJD5GSq3iOys9JgY1vxPUImk8Gpbj0AZcn8/YR47Nm6Cn5NWpcd09AIdT1UiyQu7t64HqvdUEIpMbeyhUxmiNxHJjfmZqXB0kbzffjIrlU4vHM5hn24Ci71/FTec/NujAmf/YLC/BwoSktgYW2PpZ++Bjfvxs/9HKSmKCkVcmfVvpc7O6AkKwfKwiIUp2ZAWVoKuVOdR9rUQVGi6i8DtYGFddk1/OgE3dysNFg94T7h4OIJAHDz8kfSvRuI2r5cJeEvS/YnIyP1HsbOWM3qfgUEv8lrpPUY/pkzZ0KhYdZeYGAg5s+fr9Wxpk+fjqysLJVXyGvTn7xjFTA0MoGTe2PciXs4VlEoyybg1vWqeBzimajlOPn7EvR7dwWc6z2+NN+DZD8z5Rb6j1sDM4vaWXU2NjZGAx8/nI95OGZWqVTifMwZ+KlZQtPNox6++nYVFixeUf5q3bZ9eTW/jkPFS5EplQIlJRUvQylVCgUQf7cYTXxMy7cZGACNfUwRd0t9f8TdLkLjf7UHgEBfU8TdLvvl7fDZPEz9KhHTvn74Ss8qxW9/ZCNiZXLVnUwNZGRsjHoN/BF74WT5NqVSicvnT6J+Q/XL7akjhBKlpcXlx/TyCUDSI0OCku/dqpVLchoZmcDVqzFu/H28fJtSqcSNv4/Dw6dZhfsd3rkCB3/9Du9MXgY37yYVtjM1t4KFtT1SE2/ibvxFNGre7XmGL0mZx2NQp2s7lW0O3doj43gMAECUlCDr7CU4dH34Sz8MDFCnSzAyj9e+L61GRiZw9w5A3EXVazju0gl4+gZpfRyhVEJR8nDO1INkPzXxFt79eCUsrGyfZ9hUi2hd4V+7di127NiB9evXo0kT1Rvr999/jw8//BDt26sfd/YouVwOuVx1+Isun93VvPMw7PtxKpw9msC5XlPE/LEWpcUFCGg7EADw+w8fwsLGGR36TgZQNozn+O5F6Pn2AljbuyEvu2w8qLHcHCZyCygUJdi1eiJSEv5G31HfQygV5W1MzW1gaKR+IqVU9R0wCIsXRsDH1w++Df3x2/b/oaiwEF1f6gUAiFzwBerUccCbQ0fDxEQOTy/V8Z8WFmXVjAfbCwsL8L+ffkDrtu1hZ18HOVlZ2L1zG9LTUtD+hc7Vem41xc7DORj7nzq4kVCMa3eK0OsFK8hNZPjjdC4AYOxrdZCRVYpNe7IAALuP5GDWu87o09EK0bEFCG5mgfruJlj+c9kvMbn5SuTmq/6qp1AAWTlK3E+pfctzdu/7FtYsngmvBgHw8m2CqB0bUFxUgPZd+wEAVi+aAVt7Jwx4cyIAYPfWlfBsEABHZw+Ulhbj4tkjOP7HTgwZ/VH5MUP6DcXyhR/CN6AF/Jq0xqXoozh/+k9Mnq2fyxs/qw4938HPy6fD1bsJ3OsH4ujedSguKkDLFwcAAP73/VRY2zkj5D9hAIA/dy5H1NbF+M+782Hr4FY+Lt/E1BxyUwsAwMWTe2BuZQ/bOnWRlHAVOzd8Af+W3eAb2EE3J6lDhhbmsPCpV/63ubc7rIMaoTg9C4V37sPv8zCYujnj3LCpAIBbyzbBc9wQNIqYgjtrfoZDl3aoO6gXTr0ypvwY8V+vRtCqL5F55iKyTp2H18R3YGRhhjtr1a9KI3Ud+7yDTd99BI/6jVHPJxB/7l6P4qICtOlUdg3/uGQ6bOyc0GfwJABA1LblcK/fGA7/3Cdiow/jzJHfEDp8JoCyZH/t15OQEB+LkR9+C6VSgex/rnNzSxsY1bJc4kmeMBCl1tM64b948SImTJiAVq1aITw8HFOnTkVCQgKGDx+OU6dOYd68eRg9enRVxlplGrbojYK8dBzfvQh52SlwdPNHvzErYG5V9jNcTsZ9GBg8/DHkwl+boPwnqf+3Nj0moF2v95CXmYT4i2WrbWyc10+lzcDx6+Du2xa1yQsduyI7KxMbf1iNzIx0eNf3wczZc8uH9KSmJEFWiQnfMpkMd+/cxqGovcjOyoKVtTV8fBvh87mLUc/Tu6pOo0Y7fi4f1hYyvBpiA1srQ9y6V4w5K5ORlVt2B3SwNVT5uTPuVjG++TEV/+lpi9d62iIxtQQL1qXU6tV4NGndoQdyszLw66bvkJ2ZCndvP0ycsQTW/0zkTU+9r7JoQVFhATYu+wIZ6ckwNpHDxc0Lw9//L1p36FHepnnbrhgyegb2bF2Jn1bNhbOrJ8ZMmQ8f/9q3wgkABLbtjbzsDERtXYTcrFTUreePd/5vWfmQnsz0+zCQPbwPnzywCYrSEmz85n2V43TpPx7dBpStU56TmYJdG79EXlYaLG0d0LxDP3TuVzufh2LTsgmCo9aX/x0wv+zL5511W3F+xHTI6zrCzOPhr0sFNxNw6pUxCFgwHV7vvY3ChERcGDMDqfuOlLe5v2U3TBzt0TB8YtmDt87F4uTLI1GcrH7dealrHtwLednp2Pu/b5CdmQo3z0YYNe378iE9mY/cJ4qL8rF19WfITEuCsYkcTq718cb4OWgeXFYMy8pIxqUzBwEAC6apLnU6dubqx8b5E2liICo56Gn79u0YM2YMXFxcEB8fjzZt2mDFihXw9PR8pkC+3f1Mu9MTdPa9r+sQJO/zZUyWq9KYtx11HYLkpeTq38IJ+sb8xSc/YZyenjhxSdchSN7LLSq13ku1CV+nu3+DP31bh8NUtFSpdfgBoF27dggMDMT58+ehVCoxY8aMZ072iYiIiIielhBCZy99UKmEf+PGjQgICIBSqURsbCzGjh2LkJAQTJo0CYWFhU8+ABERERERVSutE/7Q0FCMGjUKn3zyCaKiouDn54e5c+fi4MGD2LVrF4KCgnDs2LEnH4iIiIiI6DlSCt299IHWA7ESExMRHR0NX19fle3t27dHTEwMpk2bhk6dOqG4uPYti0hEREREVFNpnfAfPnwYMpn6HwTMzMwQGRmJ0NBQte8TEREREZFuaJ3wV5Ts/1vHjh2fKRgiIiIiosoS+jK2RkcqvUoPERERERHpj5q5mCoRERERkZb0ZHVMnWGFn4iIiIhIwljhJyIiIiK9puQYfo1Y4SciIiIikjAm/EREREREEsYhPURERESk1wRn7WrECj8RERERkYSxwk9EREREek0odR1BzcYKPxERERGRhDHhJyIiIiKSMA7pISIiIiK9puSkXY1Y4SciIiIikjBW+ImIiIhIr3FZTs1Y4SciIiIikjBW+ImIiIhIrymVrPBrwgo/EREREZGEMeEnIiIiIpIwDukhIiIiIr3GObuascJPRERERCRhrPATERERkV4TnLSrESv8REREREQSxoSfiIiIiEjCOKSHiIiIiPSakrN2NWKFn4iIiIhIwljhJyIiIiK9xkm7mrHCT0REREQkYazwExEREZFeY4VfM1b4iYiIiIgkjAk/EREREZGEcUgPEREREek1jujRjBV+IiIiIiIJY4WfiIiIiPQaJ+1qVmMS/rT0Ul2HIGnFwljXIUjendirug5B0s5e99B1CJJnXGP+RZAu7xOXdB2CpBm0bazrEKSv5IquI6CnwCE9REREREQSxnoOEREREek1ITikRxNW+ImIiIiIJIwVfiIiIiLSa0pO2tWIFX4iIiIiIgljhZ+IiIiI9BrH8GvGCj8RERERkYQx4SciIiIikjAO6SEiIiIivcYn7WrGCj8RERERkYSxwk9EREREeo0Vfs1Y4SciIiIikjAm/EREREREEsYhPURERESk15Rch18jVviJiIiIiCSMFX4iIiIi0muctKsZK/xERERERBLGCj8RERER6TXBMfwascJPRERERCRhTPiJiIiIiCSMQ3qIiIiISK8pOWlXI1b4iYiIiIgkjBV+IiIiItJrXJZTM1b4iYiIiIgkjAk/EREREZGEcUgPEREREek1rsOvGSv8REREREQSxgo/EREREek1oVTqOoQajRV+IiIiIiIJY8JPRERERCRhHNJDRERERHqNT9rVjBV+IiIiIiIJY4WfiIiIiPQal+XUjBV+IiIiIiIJY4WfiIiIiPSa4Bh+jVjhJyIiIiKSMCb8REREREQS9tRDekpLS3Hw4EHcvn0bnp6e6NKlCwwNDZ9nbNWqVUMDtPeXwdIMSMoAdp9W4F6a+raONkDnpjLUtTeAraUB9p5W4MQV1Z+SJvYzhK2lwWP7nrqqxO5Tte9pcHt3/Izftv6IrIx01PP2wbAxk+DjF/DE/Y7+sR+L5oWjVbsX8X8z5pRvP3n0EPbt3ob4a1eQm5ONOYtWw6t+w6o8Bb0wYogX+oa4wMrCCBdiszF/SRwS7hdo3Gdgb1cMHugBezsTXI/PxVffX0NsXI5Km8Z+1hj9lhcC/KyhVArE3chFWPgFFBfXnmv54tENOPfHShTkpKJO3Ubo0G8GnOo1Vds29sRmXD2zHelJcQAAR7fGaNNzkkp7IQRO/74Yl09uQVFBNly8WuDFAeGwcfSqjtOpkc4f2YDogyuRn5MKB9dG6DhgBpw91ffxpWObcfn0dqQn/tPH7o0R3HtSeXuFogQndkXiZuwfyE5PgImpJTwatkdwnzBY2jhX2znVJEd+/xGHfluNnKxUuNbzw4ChH6Gej/r+PX9yH6K2LUdq0m0oFaVwcKmHTn2GotWLrwAAFKUl2L15EWJjDiM9OQGmZpbwDQxGn9cnwcbeqTpPq8awf6EV6k8eAZsWTWDq6oTToeOQ9GuU5n06tkHA/GmwDPBF4Z37uBbxHRLW/aLSxnPsG6gfNgJyF0dkn7+MSx98hqxTF6ryVPQSh/RopnWF/7333sOOHTsAAAkJCQgMDESvXr3w8ccfo2fPnmjevDnu3r1bZYFWpQBPA4S0kOGPC0os26VAYobAkC6GMJerb29sCGTkAlExSuQUqL/AVuxRYMHPpeWv9VEKAMDft2rfBXn0z/1Yv2IxXh08HBGRq+Dp7YOIWWHIyszQuF9y0n38sOobNGoc9Nh7hYWFaBTQFG8MHVtVYeudIaEeePVlN8xfEofR/xeNgkIFFs4OhInx4188H+j6giMmjGyA1RtvYsQHZ3AtPhcLZwfC1sa4vE1jP2ss+DQQp2IyMHryWYwMO4utO+/VqpvrtZhdOPbbHLTsPh6h72+FfV0/7Fw5EgW56qsC966fhE+zPug7Zi36j98EC1sX7FwxAnlZSeVtzh1agYt/rceLAz/BgPc2w8jEDDtXjkRpSVE1nVXNEhe9C0e2z0HrHuPxWthW1HH1w6/LRiI/R30f371+Eg1b9EH/cWvx6sRNsLR1wfbvRyA3s6yPS4sLkXL3b7QOGYfXwn5G76GLkZkcj50rx1XnadUY0cd249f1cxESOg6TvtgCV08/LJszBjlZ6vvX3NIG3QeMxsTZGzD5y61o3WkAflo6A5fPHQEAFBcXIiE+Fi8NeBeTvtiCoWGRSLkXj1XzJ1TnadUohhbmyD5/BRcnfqpVezMvd7T+9XukHTqBI636IX7xWgR+/zkcXnqhvE3dQb3gP2864j7/FkfaDEDO+ctou3MlTBztq+o0SKK0Tvi3bNkCLy8vAMDkyZPh7u6OxMREJCYmIjk5GZ6envjggw+qKMyqFdxIhrPXBM7dEEjNBnaeVKJEATRvoD5RupcO7I9W4tItAYVC/THzi4C8wocvXzcDpOcI3EquPUnSAzu3/YSuPfqi80t94F7PGyPHT4GJXI5D+3ZUuI9SocA38z/Fq0NGwMnF9bH3O3btidDBw9GkWeuqDF2vDHrFDes238KRE2m4fjMPn391GXXs5XixnUOF+7ze3x2/7b2PXVFJuHknH/OWxKGwSImXX3IpbzNxZAP877e7+OF/dxB/Ox937hbgwJEUlJTWnmv5wuE18G87CI1ah8LO2QcdB34KI2NTXD71s9r23d6Yj8bt34CDqz/snOqj06ufQwgl7l47BqCsun/hyDq06PYuvBp3Q526fujy2pfIz07GzUv7q/PUaoyYP9agcbtBCGgTCnsXH3R5tayPY0+q7+OQN+cjsMMbcHTzh51zfXR9rayPE+LK+lhuZoV+766Cb7NesHOqDxevZug4cCZSEi4hJ+NedZ5ajfDnzrVo1/VVtOk8AC7uPggdEQ5jE1OcPLRVbXufgDYIbN0dzm4N4OBcDx17vYW69Roi/spZAICZuRXe/XgFmgX3hJOrNzx9gzBg2MdIiL+EjNTa178AkLL3T1wN/xpJ27X7b9hz9OsoiE9A7IdfIvfyDdxasgGJP++F9/tDy9t4fzAMd1ZuRsLarciNvY4L48KhyC+Ex9DQKjoL/aUUSp299IHWCX9WVhYsLCwAAEePHsV///tfODiUJRL29vaIiIjAoUOHqiTIqiSTAXXtgfhE1eQlPlHA3aHiymhlP6OplwFiruvHRfE8lZaUIP7aFQT+KzGXyWQIbNYKVy9frHC/nzetho2NHbqG9K2OMPWeq7MpHOzlOBXz8FeTvHwF/r6ajSaNrNXuY2RkgIY+Vjh97uE+QgCnYzLQ2K9sH1sbYzRuZI2MrGJ8N7cZfl0XjMURQWgaoP6YUqQoLUbK3Utw82lfvs1AJoO7bzCSbsVodYzS4gIoFaWQm9kAAHLSE5CfkwI334fHlJtZwcmjqdbHlBJFaTGSEy7Bo+EjfdwwGIk3Y7Q6Rnkfm9tU2Ka4MAcwMIDcrPZcvwBQWlqMhPi/4dskuHybTCZDwybtcCvu3BP3F0Lg6sXjSLl/E/UbtaqwXWF+LgwMDGBmXrv692nZtmuG1APHVLal7DsCu3bNAAAGxsawadEYqVFHHzYQAqkHjsK2XfNqjJSkQOsx/A0bNsTJkyfh7e0NKysrZGdnq7yfk5MDpVL/ElpzOSCTGSCvUDXhzysEHKyfT8LfyN0ApiZAzI3aUxF9IDs7E0qlAja2qj8/2tja427CbbX7XL50Dgd/34E5i9ZUQ4TSYG9nAgDIyCxR2Z6RWVz+3qNsrI1hZGiA9AzVfdIzS+Dpbg4AcHMxBQAMH+yFb1ddR1x8Hnp2dcbXnwfh7fGnnzg/QAoK8zIglAqYWdVR2W5m6YDM5HitjnFi9wJYWDuVJ/j5OSn/HOORY1o5ID8n9TlErV8KKuhjcyvt+/jojgWwsHFS+dLwb6UlRTi6Yz4aNu8DE1PLZ45Zn+T9cx+2slHtX0ubOki+V3H/FuTnYPa4LigtLYFMJsPAYTPh11R9/5YUF2HnxoVo1r43TM1rV/8+LbmzA4qSVP97L0pKhbGNFWSmchjb2UBmZISi5LRH2qTBwq9+dYZKEqB1wj9p0iT83//9H5ydnTF9+nRMnDgRixcvhr+/P65cuYL3338fAwcO1OpYRUVFKCpSHadaWmIII+MKBs3rueYNDHDtnkCu9HOjZ1aQn4dvF36GUe9NhbWNra7DqbFe6uSEKeMfTlL+cHbVTOAyMCj70rt9T9mwHwCIu5GLlk1t0eclF3y/TrtkrDaLPrgM12N2oe+76yR7j9O1M1HLEBe9CwPGq+9jhaIEe9Z9AAig86ufVHt8+kpuaoHJc35GUWE+4i6ewK8/zEUdZ3f4BLRRaacoLcG6yDAIIfDq8Fk6ipZqu9o0r+xpaJ3wDx06FOnp6ejTpw+EEFAoFAgJCSl//5VXXsHChQu1OlZERAQ+/VR1UkvnATPRJbT6bxT5RYBSKWBhagDg4cViYQrkVjAhtzJsLABvFwNsPqx/v348D9bWtpDJDJGVma6yPSszHbZ2j086Skq8i5Sk+5g3e2r5NvHP+Lg3XumIhd//CJe67lUbtB44cjINf189Xf63iXHZ6Dw7W2OkZRSXb7ezNcG1G7lqj5GVXYJShYC9nbHKdvt/HePB/715J0+lza2EfDg71o7k1dTCDgYyQxQ8Mnm0IDcVZlYVz48AgHN/rETMweV4edQq1KnrV77d3Mrxn2OkwcL64YomBTmpqOPq/xyj1w9mFfRxfk4qzJ/Qx2cPrsSZqOXoN3YVHFz9HntfoSjB3rWTkJN+D/3Hral11X0AsPjnPvzoBN3crDRY2VbcvzKZDA4ungAANy9/JN27gajty1US/rJkfzIyUu9h7IzVrO5XQlFSKuTOqv0vd3ZASVYOlIVFKE7NgLK0FHKnOo+0qYOixNr3SyA9m0otyxkWFobhw4dj3759uHHjBpRKJerWrYsOHTrA19dX6+NMnz4dYWFhKtvmb9XNkp5KJXA/vSwpv5LwMMH3djHAqSvPnqQ3qy9DXhEQd7d2fvM0MjaGt48fLp47jdbBHQEASqUSF8+dQY+XH5905OruiXnfrFfZ9tMPy1CQn4+hoz+Ag0PtXE7vUQUFCtwtUJ0xnppehFZBdrgWX5acm5sZIqChNbbtUj+BrrRU4Oq1HLRsaofDx8sSAQMDoGWQHbbuLFtx635SIVLSilDPzVxlXw9XMxw/o3mVJakwNDKBo1tj3L12DN5NugMAhFKJu9eOo3H7IRXuF3NoBaIPLEXvESvg6BGo8p6VvTvMrRxxN+4YHP5J8IsLc5F85zwCggdX3cnUUIZGJnByb4w7ccdQP/BhHyfEHUfTFyru47MHVuD0/qV4ZfQKOD/Sx8DDZD8z9RYGjFsLMwu7KjuHmszIyATu3gGIu3gcga27ASi7D8ddOoEOIdpfb0KphKLk4RDAB8l+auItjJ25GhZWts87dEnLPB4Dx14dVbY5dGuPjOMxAABRUoKss5fg0DX44fKeBgao0yUYt5b8UM3R1nys8GumdcI/c+ZMhIeHw9bWFoMGDXrs/du3b2PEiBHYt2/fE48ll8shl6tWB42MS7UN5bk7dlmJ/sEy3EszwL00gbaNZDA2fDjmvl+wDDkFwIGYsi8AMlnZWvwAYCgDrMwN4GwnUFxStlznvwU1MMD5GwKiFl+Hffq/hu+++i/q+zaCT8MA7Nq+GUWFhejUvQ8A4NsFn8G+jgMGDx0LExM5PLxUxyaaW5RVjP69PTcnG6kpichIK6ty3PtnPoCtXR3Y2qlWQ2qLLb/exTuv1cOdewW4n1SIkW96IS29CIePP6wEff15U/x5LBVbd5Z9Cdi0LQEfT2qEy9dyEHs1B//p5wYzUxl27k8s3+fHrXcw4g0vXIvPRVx8Lnp1dYGnuzlmzPm72s9RVwJfHIpDm6fB0b0JnDya4sKRtSgpLoBfq7JhjAc2TYWFjRPa9poMAIg5uBynfl+Ebm/Mh5W9W/mYfWMTcxjLLWBgYIDAF97G2QNLYePgBSt7N5z+fRHMrZ3g1bi7zs5Tl5p1Gor9G6fByaMJnOs1xbk/1qK0uAD+bcr6eN+PU2Fh7YT2L5f18Zmo5TixZxFC3izr47zsf/pYbg4TuUXZMJ417yPl7t94ecRSKJWK8jam5jYwNFI/t0WqOvZ5B5u++wge9Rujnk8g/ty9HsVFBWjTaQAA4Mcl02Fj54Q+gycBAKK2LYd7/cZwcPZAaWkxYqMP48yR3xA6fCaAsmR/7deTkBAfi5EffgulUoHszLL+Nbe0gVEt61+gbFlOC5965X+be7vDOqgRitOzUHjnPvw+D4OpmzPODSv7BfvWsk3wHDcEjSKm4M6an+HQpR3qDuqFU6+MKT9G/NerEbTqS2SeuYisU+fhNfEdGFmY4c5a9asrEVVE64R/7dq12LFjB9avX48mTZqovPf9999jypQp6NChw3MPsDr8fUvAQq5E5yAZLE3LHrz140EF8grL3rexMID4V8ZuZQaM6f2w69oHGKB9gAw3kwTW7X9Yda3vYgBbCwNEX69g7c5aon3H7sjOysSWH1YgMyMdnvV9MW32gvIhPakpSTCQVW6C9OkTh7H06y/K/140NxwAEDp4OAYNGfH8gtcjG36+A1NTQ3w4oSEsLYxw4e8sTA6/gOKSh9eum4sZbK0fDuE5cCQFtjbGGDnEC/Z2ZcN/JodfUJn8u+XXu5CbyPDeyAawtjLGtfhcTJp1HvcSC6v1/HTJp1lvFOal4/Tvi5GfkwIHV3/0HrG8fLhJbua98vkOAHDp+EYoFSXYt/59leO07D4erULeAwAEdR6JkuIC/PnzLBQXZsPFqyV6j1hea8f5+zbvjYLcdJzcsxh52SlwdPNH39EP+zgnQ7WPLx4t6+M9a1X7uHXIeLTt+R7yspIQf+kAAGDTgv4qbfqPWwt3n7ZVe0I1TPPgXsjLTsfe/32D7MxUuHk2wqhp35cP6clMva/Sv8VF+di6+jNkpiXB2EQOJ9f6eGP8HDQP7gUAyMpIxqUzBwEAC6ap/lo7dubqx8b51wY2LZsgOOrhL9QB8z8CANxZtxXnR0yHvK4jzDzqlr9fcDMBp14Zg4AF0+H13tsoTEjEhTEzkLrvSHmb+1t2w8TRHg3DJ5Y9eOtcLE6+PBLFyRU8GbQWE7W5sqoFA6FlD2VnZ2PChAnYvHkzwsPDMXXqVCQkJGD48OE4deoU5s2bh9GjRz91ILM36K7CXxv0bZOp6xAk772wS7oOQdIGjuz45Eb0TIyf+tnrpC3vurW7AFTVDNo21nUIkten5IquQ1Cr31jdxbX9u8fnDz3Jt99+i3nz5iExMRFBQUFYvHgx2rSp+Ivyli1bMHPmTNy8eRO+vr748ssv0bt3b60/T+t1+K2trbFu3Tr89NNPiIyMRIsWLRAYGAgDAwOcP3/+mZJ9IiIiIqLa4KeffkJYWBjCw8Nx9uxZBAUFoUePHkhOTlbb/ujRoxg8eDBGjBiB6Oho9O/fH/3798fFixU/z+hRWif8D7Rr1w6BgYE4f/48lEolZsyYAU9Pz8oehoiIiIjouVAqlTp7VdbChQsxatQoDBs2DAEBAVi6dCnMzc2xatUqte0jIyPRs2dPTJkyBf7+/vjss8/QokULfPPNN1p/ZqUS/o0bNyIgIABKpRKxsbEYO3YsQkJCMGnSJBQW1p7xvEREREREQNnzpbKzs1Vejz5v6oHi4mKcOXMG3bs/XKBBJpOhe/fuOHbsmNp9jh07ptIeAHr06FFhe3W0TvhDQ0MxatQofPLJJ4iKioKfnx/mzp2LgwcPYteuXQgKCqrUBxMRERERPQ9CKXT2ioiIgI2NjcorIiJCbZypqalQKBRwdlZdZtzZ2RmJiYlq90lMTKxUe3W0nqKVmJiI6Ojox9bbb9++PWJiYjBt2jR06tQJxcXFFRyBiIiIiEha1D1f6tHl53VN64T/8OHDkMnU/yBgZmaGyMhIhIY+/iAlIiIiIiKpUvd8qYo4ODjA0NAQSUlJKtuTkpLg4uKidh8XF5dKtVdH6yE9FSX7/9axI5fNIyIiIqLqJYRSZ6/KMDExQcuWLREVFVW+TalUIioqCsHBwWr3CQ4OVmkPAPv27auwvTpcdZmIiIiIqJqEhYXhnXfeQatWrdCmTRt8/fXXyMvLw7BhwwAAb7/9Ntzc3MrnAbz//vvo1KkTFixYgD59+mDTpk04ffo0li1bpvVnMuEnIiIiIr0mlPrzpN3XXnsNKSkpmDVrFhITE9GsWTPs2bOnfGLu7du3VUbWtG/fHj/++CNmzJiBjz76CL6+vti2bRuaNGmi9Wcy4SciIiIiqkYTJkzAhAkT1L536NChx7YNGjQIgwYNeurPY8JPRERERHpNnyr8ulDpJ+0SEREREZH+YMJPRERERCRhHNJDRERERHpNWcnlMWsbVviJiIiIiCSMFX4iIiIi0muctKsZK/xERERERBLGhJ+IiIiISMI4pIeIiIiI9JpQctKuJqzwExERERFJGCv8RERERKTXOGlXM1b4iYiIiIgkjBV+IiIiItJrgg/e0ogVfiIiIiIiCWPCT0REREQkYRzSQ0RERER6TclJuxqxwk9EREREJGGs8BMRERGRXuODtzRjhZ+IiIiISMKY8BMRERERSRiH9BARERGRXuOTdjVjhZ+IiIiISMJY4SciIiIivcYn7WrGCj8RERERkYSxwk9EREREeo1j+DVjhZ+IiIiISMKY8BMRERERSRiH9BARERGRXuOTdjVjhZ+IiIiISMIMhBCc5VBJRUVFiIiIwPTp0yGXy3UdjiSxj6sW+7fqsY+rFvu36rGPqxb7l6oTE/6nkJ2dDRsbG2RlZcHa2lrX4UgS+7hqsX+rHvu4arF/qx77uGqxf6k6cUgPEREREZGEMeEnIiIiIpIwJvxERERERBLGhP8pyOVyhIeHc5JNFWIfVy32b9VjH1ct9m/VYx9XLfYvVSdO2iUiIiIikjBW+ImIiIiIJIwJPxERERGRhDHhJyIiIiKSMCb8REREREQSxoRfS0IIdO/eHT169HjsvSVLlsDW1hYJCQk6iEw/KRQKtG/fHgMHDlTZnpWVBQ8PD3z88ccAgIkTJ6Jly5aQy+Vo1qyZDiLVT9r077lz5zB48GB4eHjAzMwM/v7+iIyM1FHE+kebPk5LS0PPnj3h6uoKuVwODw8PTJgwAdnZ2TqKWr9oe594IC0tDe7u7jAwMEBmZmY1RqqftO1fAwODx16bNm3SRch6pzLX8Jo1a9C0aVOYmprCyckJ48ePr+5wScoEae327dvCxsZGLF26tHzbjRs3hIWFhVi3bp0OI9NPV65cEWZmZuKHH34o3/bWW2+Jpk2biqKiIiGEEO+995745ptvxFtvvSWCgoJ0FKl+elL/rly5UkycOFEcOnRIXL9+Xaxfv16YmZmJxYsX6zBq/fKkPk5PTxdLliwRp06dEjdv3hT79+8Xfn5+YvDgwTqMWr9oc594oF+/fqJXr14CgMjIyKjmSPWTNv0LQKxevVrcv3+//FVQUKCrkPWONn28YMEC4erqKjZs2CCuXbsmzp07J7Zv366rkEmCmPBX0po1a4SlpaW4ceOGUCqVokuXLmLAgAG6DktvRUZGCjs7O3Hv3j2xbds2YWxsLGJiYh5rFx4ezoT/KWjbvw+MGzdOdOnSpRoj1H+V7ePIyEjh7u5ejRHqP236eMmSJaJTp04iKiqKCX8lPal/AYhffvlFdwFKgKY+Tk9PF2ZmZmL//v06jpKkjAn/U+jXr5/o3LmzWLRokXB0dBTJycm6DklvKZVK0blzZ9GtWzfh5OQkPvvsM7XtmPA/HW3794EhQ4aI0NDQaopOGirTx3fv3hWdOnUSQ4YMqcYI9d+T+vjSpUvCxcVF3Lp1Sxw8eJAJfyU9qX8BCFdXV1GnTh3RunVrsXLlSqFUKnUUrX7S1Mc//fSTkMvlYu3ataJRo0bCzc1NDBo0SNy+fVuHEZPUMOF/CklJScLBwUHIZDJWPZ6D2NhYAUAEBgaKkpIStW2Y8D89bfpXCCH++usvYWRkJPbu3VuN0UnDk/r49ddfF2ZmZgKA6Nu3L4dDPIWK+riwsFA0bdpUrF+/XgghmPA/JU3X8OzZs8WRI0fE2bNnxZw5c4RcLheRkZE6ilR/VdTHERERwtjYWPj5+Yk9e/aIY8eOiW7dugk/P7/Hhq0RPS1O2n0KTk5OGDNmDPz9/dG/f39dh6P3Vq1aBXNzc8THx3PicxXQpn8vXryIfv36ITw8HCEhIdUcof57Uh9/9dVXOHv2LLZv347r168jLCxMB1Hqt4r6ePr06fD398ebb76pw+j0n6ZreObMmejQoQOaN2+OqVOn4sMPP8S8efN0FKn+qqiPlUolSkpKsGjRIvTo0QPt2rXDxo0bERcXh4MHD+owYpIUXX/j0FesOD8fD6rKBw4cEF27dhVdu3ZV+1Mx+/vpaNO/ly5dEk5OTuKjjz7SUZT6Tdtr+IHDhw8LAOLevXvVGKV+09THQUFBQiaTCUNDQ2FoaChkMpkAIAwNDcWsWbN0HLl+qOw1vGPHDgFAFBYWVmOU+k1TH69atUoAEHfu3FHZx8nJSSxbtkwX4ZIEMeF/SkxAn11eXp7w9fUV7733nhBCiPj4eGFpaSmWLFnyWFv2d+Vp078XL14UTk5OYsqUKboKU69V5hp+4I8//hAARHx8fDVFqd+e1MfXrl0TFy5cKH89SJ6OHj0qkpKSdBm6Xniaa/jzzz8XdnZ21RWi3ntSH1+5ckUAUJm0m5aWJmQyGYdY0nPDhP8pMQF9dhMnThQ+Pj4iLy+vfNvSpUuFpaVleTIUFxcnoqOjxZgxY0TDhg1FdHS0iI6O5rhGLTypfy9cuCAcHR3Fm2++qbLcHieha+9Jfbxz506xatUqceHCBREfHy927Ngh/P39RYcOHXQYtX7R5j7xbxzDXzlP6t9ff/1VLF++XFy4cEHExcWJJUuWCHNzc/56UgnaXMP9+vUTjRs3Fn/99Ze4cOGCePnll0VAQIAoLi7WUdQkNUz4nxIT/mdz6NAhYWhoKA4fPvzYeyEhIeU/d3bq1EkAeOzF6qhm2vTvrFmz1Patp6dn9Qesh7Tp4wMHDojg4GBhY2MjTE1Nha+vr5g6dSqTUS1pe5/4Nyb82tOmf3ft2iWaNWsmLC0thYWFhQgKChJLly4VCoVCBxHrH22v4aysLDF8+HBha2sr7O3txYABA7hKDz1XBkIIUc3TBoiIiIiIqJpwlR4iIiIiIgljwk9EREREJGFM+ImIiIiIJIwJPxERERGRhDHhJyIiIiKSMCb8REREREQSxoSfiIiIiEjCmPATEREREUkYE34iIiIiIgljwk9EREREJGFM+ImIiIiIJIwJPxERERGRhP0/PD6AKvb2qRgAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(data, hue='Y', diag_kind='kde')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 993
        },
        "id": "nkqKbuI9p4Yo",
        "outputId": "2ccf89a1-b1df-4cfd-b7ef-b6d193014455"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1558.88x1500 with 42 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Split the data into features (X1 to X6) and target (Y)\n",
        "x = data[['X1', 'X2', 'X3', 'X4', 'X5', 'X6']]\n",
        "y = data['Y']\n"
      ],
      "metadata": {
        "id": "cKmndwPBrsZE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Split the data into training and test sets\n",
        "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2)"
      ],
      "metadata": {
        "id": "NIRzBZx0sS3r"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Scale the features\n",
        "scaler = StandardScaler()\n",
        "x_train = scaler.fit_transform(x_train)\n",
        "x_test = scaler.transform(x_test)\n"
      ],
      "metadata": {
        "id": "4cykiGdqsd_9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Using LogisticRegression as the classification algorithm and train\n",
        "model = LogisticRegression()\n",
        "model.fit(x_train, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "zVbfrjk-sjMi",
        "outputId": "89f584eb-7af7-45c9-c4bf-547da64009d2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression()"
            ],
            "text/html": [
              "<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Evaluate the model, the accuracy not that good, there may be bias because smaller testing dataset\n",
        "y_pred = model.predict(x_test)\n",
        "accuracy = accuracy_score(y_test, y_pred)\n",
        "precision = precision_score(y_test, y_pred)\n",
        "recall = recall_score(y_test, y_pred)\n",
        "f1 = f1_score(y_test, y_pred)\n",
        "\n",
        "print(f'Accuracy: {accuracy:.2f}')\n",
        "print(f'Precision: {precision:.2f}')\n",
        "print(f'Recall: {recall:.2f}')\n",
        "print(f'F1-score: {f1:.2f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bGT6KseNs8Zv",
        "outputId": "34e3c5ae-2e8d-4d91-8960-c9e2dd191322"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy: 0.50\n",
            "Precision: 0.44\n",
            "Recall: 0.33\n",
            "F1-score: 0.38\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Precision-Recall Curve\n",
        "y_pred_prob = model.predict_proba(x_test)[:, 1]\n",
        "precision, recall, _ = precision_recall_curve(y_test, y_pred_prob)\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.plot(recall, precision, marker='.')\n",
        "plt.xlabel('Recall')\n",
        "plt.ylabel('Precision')\n",
        "plt.title('Precision-Recall Curve')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "hM__hx_9tPpX",
        "outputId": "779d2a91-392c-4e74-ad89-8a518373ec21"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#ROC Curve\n",
        "fpr, tpr, thresholds = roc_curve(y_test, y_pred_prob)\n",
        "roc_auc = roc_auc_score(y_test, y_pred_prob)\n",
        "\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.plot(fpr, tpr, label=f'AUC = {roc_auc:.2f}')\n",
        "plt.plot([0, 1], [0, 1], 'k--')\n",
        "plt.xlabel('False Positive Rate')\n",
        "plt.ylabel('True Positive Rate')\n",
        "plt.title('ROC Curve')\n",
        "plt.legend(loc='lower right')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "3sD0F_NJthuB",
        "outputId": "1acb7963-e472-461e-9ea9-0a425d849299"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Using K-fold method to split and evaluate the model\n",
        "# Create the StratifiedKFold cross-validator\n",
        "x_scaled = scaler.fit_transform(x)\n",
        "cv = StratifiedKFold(n_splits=5, shuffle=True)\n",
        "\n",
        "# Perform cross-validation\n",
        "cv_scores = cross_val_score(model, x_scaled, y, cv=cv, scoring='accuracy')\n",
        "print(f'Cross-Validation Accuracy Scores: {cv_scores}')\n",
        "print(f'Mean Cross-Validation Accuracy: {np.mean(cv_scores):.2f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FSJgsQhotsnF",
        "outputId": "d9cedbec-bea7-4456-b5fe-bd30d6187484"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cross-Validation Accuracy Scores: [0.61538462 0.64       0.52       0.48       0.6       ]\n",
            "Mean Cross-Validation Accuracy: 0.57\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "-mdmPHw0oZT4"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}